82_FR_44770 82 FR 44586 - Disclosure of Loan-Level HMDA Data

82 FR 44586 - Disclosure of Loan-Level HMDA Data

BUREAU OF CONSUMER FINANCIAL PROTECTION

Federal Register Volume 82, Issue 184 (September 25, 2017)

Page Range44586-44612
FR Document2017-20409

The Bureau of Consumer Financial Protection (Bureau) is proposing policy guidance that would describe modifications that the Bureau intends to apply to the loan-level HMDA data that financial institutions will report under the Home Mortgage Disclosure (Regulation C) before the data is disclosed to the public. The proposed policy guidance applies to HMDA data to be reported under Regulation C effective January 1, 2018. The Bureau will make this data available to the public beginning in 2019.

Federal Register, Volume 82 Issue 184 (Monday, September 25, 2017)
[Federal Register Volume 82, Number 184 (Monday, September 25, 2017)]
[Notices]
[Pages 44586-44612]
From the Federal Register Online  [www.thefederalregister.org]
[FR Doc No: 2017-20409]


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BUREAU OF CONSUMER FINANCIAL PROTECTION

[Docket No. CFPB-2017-0025]


Disclosure of Loan-Level HMDA Data

AGENCY: Bureau of Consumer Financial Protection.

ACTION: Notice of proposed policy guidance with request for public 
comment.

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SUMMARY: The Bureau of Consumer Financial Protection (Bureau) is 
proposing policy guidance that would describe modifications that the 
Bureau intends to apply to the loan-level HMDA data that financial 
institutions will report under the Home Mortgage Disclosure (Regulation 
C) before the data is disclosed to the public. The proposed policy 
guidance applies to HMDA data to be reported under Regulation C 
effective January 1, 2018. The Bureau will make this data available to 
the public beginning in 2019.

DATES: Comments must be received on or before November 24, 2017.

ADDRESSES: You may submit comments, identified by Docket No. CFPB-2017-
0025, by any of the following methods:
     Email: [email protected]. Include Docket 
No. CFPB-2017-0025 in the subject line of the email.
     Federal eRulemaking Portal: http://www.regulations.gov. 
Follow the instructions for submitting comments.
     Mail: Monica Jackson, Office of the Executive Secretary, 
Consumer Financial Protection Bureau, 1700 G Street NW., Washington, DC 
20552.
     Hand Delivery/Courier: Monica Jackson, Office of the 
Executive Secretary, Consumer Financial Protection Bureau, 1700 G 
Street NW., Washington, DC 20552.
    Instructions: All submissions should include the agency name and 
docket number or Regulatory Information Number (RIN). Because paper 
mail in the Washington, DC area and at the Bureau is subject to delay, 
commenters are encouraged to submit comments electronically. In 
general, all comments received will be posted without change to http://www.regulations.gov. In addition, comments will be available for public 
inspection and copying at 1700 G Street NW., Washington, DC 20552, on 
official business days between the hours of 10 a.m. and 5:00 p.m. 
Eastern Time. You can make an appointment to inspect the documents by 
telephoning 202-435-7275.
    All comments, including attachments and other supporting materials, 
will become part of the public record and subject to public disclosure. 
Sensitive personal information, such as account numbers or Social 
Security numbers, should not be included. Comments will not be edited 
to remove any identifying or contact information.

FOR FURTHER INFORMATION CONTACT: David Jacobs, Counsel, or Laura Stack, 
Senior Counsel, Office of Regulations, at 202-435-7700 or https://reginquiries.consumerfinance.gov/.

SUPPLEMENTARY INFORMATION: 

I. Summary

    The Home Mortgage Disclosure Act (HMDA) requires certain financial 
institutions to collect, report, and disclose data about their mortgage 
lending activity on an ongoing basis to both Federal regulators and the 
general public. The home mortgage market is the country's single 
largest market for consumer financial products and services, with $10 
trillion outstanding.\1\ It is a critical source of wealth-building for 
both individual families and communities, and has a substantial impact 
on the nation's economy as evidenced by its role in triggering in 2008, 
the worst financial crisis since the Great Depression. As of 2015, 48 
million consumers had a mortgage, representing 65 percent of all owner-
occupied homes.\2\
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    \1\ Federal Reserve Bank of St. Louis, Board of Governors of the 
Federal Reserve System (US), ``Mortgage Debt Outstanding by Type of 
Property: One- to Four-Family Residences (MDOTP1T4FR),'' https://fred.stlouisfed.org/series/MDOTP1T4FR (last updated June 9, 2017).
    \2\ U.S. Census Bureau, ``Selected Housing Characteristics: 
2011-2015 American Community Survey 5-Year Characteristics,'' 
https://factfinder.census.gov/faces/tableservices/jsf/pages/productview.xhtml?src=bkmk (last visited Aug. 31, 2017).
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    HMDA is implemented by Regulation C, which describes its purposes 
as helping to determine whether financial institutions are serving the 
housing needs of their communities; assisting public officials in 
distributing public-sector investment so as to attract private 
investment to areas where it is needed; and assisting in identifying 
possible discriminatory lending patterns and enforcing 
antidiscrimination statutes. As described further below, public 
disclosure of HMDA data is central to

[[Page 44587]]

the achievement of the statutory goals established by Congress.
    In 2010, Congress enacted the Dodd-Frank Wall Street Reform and 
Consumer Protection Act (Dodd-Frank Act), which amended HMDA to require 
collection of additional mortgage market data and transferred HMDA 
rulemaking authority and other functions from the Board of Governors of 
the Federal Reserve System (Board) to the Bureau. On October 28, 2015, 
the Bureau published a final rule amending Regulation C (2015 HMDA 
Final Rule) to implement the Dodd-Frank Act amendments. In the 2015 
HMDA Final Rule, the Bureau interpreted HMDA, as amended by the Dodd-
Frank Act, to require that the Bureau use a balancing test to determine 
whether and how HMDA data should be modified prior to its disclosure to 
the public in order to protect applicant and borrower privacy while 
also fulfilling HMDA's public disclosure purposes. The Bureau 
interpreted HMDA to require that public HMDA data be modified when the 
release of the unmodified data creates risks to applicant and borrower 
privacy interests that are not justified by the benefits of such 
release to the public in light of the statutory purposes.
    This proposed Policy Guidance describes the Bureau's application of 
the balancing test to date and the loan-level HMDA data that it 
proposes to make available to the public beginning in 2019, with 
respect to data compiled by financial institutions in or after 2018, 
including modifications that the Bureau intends to apply to the data. 
In developing this guidance, the Bureau has consulted with the 
prudential regulators--Board, the Federal Deposit Insurance 
Corporation, the National Credit Union Administration, and the Office 
of the Comptroller of the Currency--the Department of Housing and Urban 
Development, and the Federal Housing Finance Agency. The Bureau 
proposes to publicly disclose the loan-level HMDA data reported under 
the 2015 HMDA Final Rule with the following modifications. First, the 
Bureau proposes to modify the public loan-level HMDA data to exclude: 
The universal loan identifier; the date the application was received or 
the date shown on the application form; the date of action taken by the 
financial institution on a covered loan or application; the address of 
the property securing the loan or, in the case of an application, 
proposed to secure the loan; the credit score or scores relied on in 
making the credit decision; the unique identifier assigned by the 
Nationwide Mortgage Licensing System and Registry for the mortgage loan 
originator; and the result generated by the automated underwriting 
system used by the financial institution to evaluate the application. 
The Bureau also intends to exclude free-form text fields used to report 
the following data: Applicant or borrower race; applicant or borrower 
ethnicity; the name and version of the credit scoring model used to 
generate each credit score or credit scores relied on in making the 
credit decision; the principal reason or reasons the financial 
institution denied the application, if applicable; and the automated 
underwriting system name.
    Second, the Bureau proposes to modify the public loan-level HMDA 
data to reduce the precision of most of the values reported for the 
following data fields. With respect to the amount of the covered loan 
or the amount applied for, the Bureau proposes to disclose the midpoint 
for the $10,000 interval into which the reported value falls. The 
Bureau also proposes to indicate whether the reported value exceeds the 
applicable dollar amount limitation on the original principal 
obligation in effect at the time of application or origination as 
provided under 12 U.S.C. 1717(b)(2) and 12 U.S.C. 1454(a)(2). With 
respect to the age of an applicant or borrower, the Bureau proposes to 
bin reported values into the following ranges, as applicable: 25 to 34, 
35 to 44, 45 to 54, 55 to 64, and 65 to 74; bottom-code reported values 
under 25; top-code reported values over 74; and indicate whether the 
reported value is 62 or higher. With respect to the ratio of the 
applicant's or borrower's total monthly debt to the total monthly 
income relied on in making the credit decision, the Bureau proposes to 
disclose without modification reported values greater than or equal to 
40 percent and less than 50 percent; bin reported values into the 
following ranges, as applicable: 20 percent to less than 30 percent; 30 
percent to less than 40 percent; and 50 percent to less than 60 
percent; bottom-code reported values under 20 percent; and top-code 
reported values of 60 percent or higher. With respect to the value of 
the property securing the covered loan or, in the case of an 
application, proposed to secure the covered loan, the Bureau proposes 
to disclose the midpoint for the $10,000 interval into which the 
reported value falls.
    This proposed Policy Guidance is exempt from notice and comment 
rulemaking requirements under the Administrative Procedure Act pursuant 
to 5 U.S.C. 553(b). It is non-binding in part to preserve flexibility 
to revise the modifications to be applied to the public loan-level HMDA 
data as necessary to maintain a proper balancing of the privacy risks 
and benefits of disclosure, especially in the event the Bureau becomes 
aware of new facts and circumstances that might contribute to privacy 
risks. However, the Bureau invites public comment on the proposed 
Policy Guidance to provide transparency, obtain public feedback on its 
application of the balancing test, and improve the Bureau's 
decisionmaking. This proposal does not re-open any portion of the 2015 
HMDA Final Rule, and the Bureau does not intend in this proposal to 
revisit any decisions made in that rulemaking.

II. Background

A. HMDA's Purposes and the Public Disclosure of HMDA Data

    The Home Mortgage Disclosure Act (HMDA), 12 U.S.C. 2801 et seq., 
requires certain financial institutions to collect, report, and 
disclose data about their mortgage lending activity on an ongoing basis 
to both Federal regulators and the general public. HMDA is implemented 
by Regulation C, 12 CFR part 1003. HMDA identifies its purposes as 
providing the public and public officials with sufficient information 
to enable them to determine whether financial institutions are serving 
the housing needs of the communities in which they are located, and to 
assist public officials in their determination of the distribution of 
public sector investments in a manner designed to improve the private 
investment environment.\3\ In 1989, Congress expanded HMDA to require, 
among other things, financial institutions to report racial 
characteristics, gender, and income information on applicants and 
borrowers.\4\ In light of these amendments, the Board subsequently 
recognized a third HMDA purpose of identifying possible discriminatory 
lending patterns and enforcing antidiscrimination statutes, which now 
appears with HMDA's other purposes in Regulation C.\5\
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    \3\ 12 U.S.C. 2801(b).
    \4\ Financial Institutions Reform, Recovery, and Enforcement 
Act, Public Law 101-73, section 1211, 103 Stat. 183, 524-26 (1989).
    \5\ 54 FR 51356, 51357 (Dec. 15, 1989) (codified at 12 CFR 
1003.1(b)(1)) (Bureau's post-Dodd-Frank Act Regulation C).
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    Public disclosure of HMDA data is central to the achievement of 
HMDA's goals. Since HMDA's enactment in 1975, the data financial 
institutions are required to disclose under HMDA and Regulation C have 
been expanded, public access to HMDA data has increased, and the 
formats in which

[[Page 44588]]

HMDA data have been disclosed to the public have evolved to provide 
more useful information to the public and public officials. Amendments 
to the statute and Regulation C over time illustrate the importance of 
public access to HMDA data to fulfill the statute's purposes.
    As originally promulgated, HMDA and Regulation C required a covered 
financial institution to make available to the public at its home and 
branch offices a ``disclosure statement'' reflecting aggregates of 
certain mortgage loan data.\6\ In 1980, Congress amended HMDA to 
increase the public's access to and the utility of the aggregated HMDA 
data. First, Congress amended HMDA section 304 to require that the 
Federal Financial Institutions Examination Council (FFIEC) implement a 
system to facilitate public access to the data required to be disclosed 
under the statute, and provided that such system must include 
arrangements for a ``central depository of data'' in each standard 
metropolitan statistical area (MSA).\7\ In amending Regulation C to 
implement this requirement, the Board noted that ``the principal 
benefit of the central repository system is that users of HMDA data 
will be able to obtain all of the various institutions' disclosure 
statements at one location. The current system requires users to 
contact the institutions on an individual basis to obtain the 
disclosure data.\8\ Second, the 1980 HMDA amendments required that the 
FFIEC compile annually for each MSA aggregate data by census tract for 
all financial institutions required to disclose data under HMDA, and 
produce tables indicating, for each MSA, aggregate lending patterns for 
various categories of census tracts grouped according to location, age 
of housing stock, income level, and racial characteristics.\9\ A 
principal benefit cited to support these requirements was that the 
utility of individual institutions' disclosure statements ``would be 
enhanced if they could be compared to aggregate [MSA] lending 
patterns.'' \10\
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    \6\ 12 CFR part 203.
    \7\ Housing and Community Development Act, Public Law 96-399, 
section 340, 94 Stat. 1614 (1980).
    \8\ 46 FR 11780, 11786 (Feb. 10, 1981).
    \9\ Housing and Community Development Act, Public Law 96-399, 
section 34010, Sec.  340, 94 Stat. 1614 (1980).
    \10\ 46 FR 11780, 11786 (Feb. 10, 1981).
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    In 1989, as noted above, Congress amended HMDA to expand the data 
financial institutions were required to disclose to the public.\11\ In 
addition to requiring that financial institutions disclose data 
concerning the race, sex, and income of applicants and borrowers, the 
1989 amendments required that institutions disclose data on loan 
applications in addition to originations and purchases. In implementing 
these amendments in Regulation C, the Board required financial 
institutions to report HMDA data to their supervisory agencies on a 
loan-by-loan and application-by-application basis using the ``loan/
application register'' format.\12\ Commenters on the Board's proposal 
to amend Regulation C to implement the 1989 amendments urged the Board 
to require that financial institutions make their loan/application 
registers available to the public to provide for more meaningful 
analysis of the data than that permitted by the required aggregate 
disclosures.\13\ The Board declined to require that financial 
institutions make available to the public their loan/application 
registers, but in 1990 the FFIEC announced that it believed public 
disclosure of the reported loan-level HMDA data to be ``consistent with 
the congressional intent to maximize the utilization of lending data'' 
and that it would make all reported HMDA data available to the public 
in a loan-level format, after deleting three fields to protect 
applicant and borrower privacy.\14\ The FFIEC first disclosed the 
reported loan-level HMDA data to the public in October 1991.
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    \11\ Financial Institutions Reform, Recovery and Enforcement 
Act, Public Law 101-73, section 1211, 103 Stat. 183 (1989).
    \12\ 12 CFR 203.4, 203.5; see also 54 FR 51356, 51359-60 (Dec. 
15, 1989).
    \13\ 54 FR 51356, 51360-61 (Dec. 15, 1989).
    \14\ 55 FR 27886, 27888 (July 6, 1990). In announcing that the 
loan-level data submitted to the supervisory agencies on the loan/
application register would be made available to the public, the 
FFIEC noted that ``[a]n unedited form of the data would contain 
information that could be used to identify individual loan 
applicants'' and that the data would be edited prior to public 
release to remove the application identification number, the date of 
application, and the date of final action.
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    The following year, Congress amended HMDA to require that each 
financial institution make available to the public its ``loan 
application register information'' for each year as early as March 31 
of the succeeding year, as required under regulations prescribed by the 
Board.\15\ New section 304(j) directed the Board to require such 
deletions from the loan application register information made available 
to the public as the Board determined to be appropriate to protect any 
privacy interest of any applicant, and identified as appropriate for 
deletion the same three fields the FFIEC had determined should be 
deleted from the loan-level HMDA data it disclosed to the public.\16\ A 
House Report characterizes the 1992 amendment to HMDA as making 
``changes . . . to ensure that the public receives useful and timely 
information regarding the lending records of financial institutions.'' 
\17\ The Board implemented this amendment by requiring that financial 
institutions make their ``modified'' loan/application registers 
available to the public after deleting the same fields deleted from the 
loan-level HMDA data disclosed by the FFIEC.\18\
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    \15\ Housing and Community Development Act, Public Law 102-550, 
section 932, 106 Stat. 3672 (1992).
    \16\ HMDA section 304(j) identifies as appropriate for deletion 
``the applicant's name and identification number, the date of the 
application, and the date of any determination by the institution 
with respect to such application.''
    \17\ H. Rept. 102-760 (1992).
    \18\ See 12 CFR 1003.5(c) (Bureau's successor Regulation C, 
which restates the Board's predecessor Regulation C). Section 
1003.5(c) requires that, before making its loan/application register 
available to the public, a financial institution must delete three 
fields to protect applicant and borrower privacy: Application or 
loan number, the date that the application was received, and the 
date action was taken.
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    Today, HMDA data are the preeminent data source that regulators, 
researchers, economists, industry, and advocates use to achieve HMDA's 
purposes and to analyze the mortgage market. HMDA and current 
Regulation C \19\ continue to require that data be made available to 
the public in both aggregate and loan-level formats. Each financial 
institution is required to make its modified loan/application register 
available to the public, with three fields deleted to protect applicant 
and borrower privacy,\20\ and also make available to the public a 
disclosure statement prepared by the FFIEC that shows the financial 
institution's HMDA data in aggregate form.\21\ In addition, the FFIEC 
makes available to the public disclosure statements for each financial 
institution,\22\ aggregate reports for each MSA and metropolitan 
division (MD) showing lending patterns by certain property and 
applicant characteristics,\23\ and the loan-level dataset containing 
all reported HMDA data for the preceding calendar year, modified to 
protect

[[Page 44589]]

applicant and borrower privacy (the agencies' loan-level release).\24\
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    \19\ Home Mortgage Disclosure Act (HMDA), 12 U.S.C. 2801 et 
seq., as implemented by Regulation C, 12 CFR part 1003. ``Current 
Regulation C'' as used herein refers to Regulation C in effect as of 
the date of publication of this proposed Policy Guidance.
    \20\ HMDA section 304(j)(2)(B); 12 CFR 1003.5(c).
    \21\ HMDA section 304(k); 12 CFR 1003.5(b).
    \22\ HMDA section 304(f); 12 CFR 1003.5(f).
    \23\ HMDA section 310; 12 CFR 1003.5(f).
    \24\ 55 FR 27886 (July 6, 1990) (announcing that the loan-level 
HMDA data submitted on the loan/application register would be made 
available to the public after deletion of three fields to protect 
applicant and borrower privacy).
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B. The Dodd-Frank Act and Amendments to HMDA and Regulation C

    In 2010, the Dodd-Frank Act, which amended HMDA and also 
transferred HMDA rulemaking authority and other functions from the 
Board to the Bureau, was enacted into law.\25\ Among other changes, the 
Dodd-Frank Act again expanded the scope of information relating to 
mortgage applications and loans that must be collected, reported, and 
disclosed under HMDA and authorized the Bureau to require financial 
institutions to collect, report, and disclose additional information. 
The Dodd-Frank Act amendments to HMDA also added new section 
304(h)(1)(E), which directs the Bureau to develop regulations, in 
consultation with the agencies identified in section 304(h)(2),\26\ 
that ``modify or require modification of itemized information, for the 
purpose of protecting the privacy interests of the mortgage applicants 
or mortgagors, that is or will be available to the public.'' Section 
304(h)(3)(B), also added by the Dodd-Frank Act, directs the Bureau to 
``prescribe standards for any modification under paragraph (1)(E) to 
effectuate the purposes of [HMDA], in light of the privacy interests of 
mortgage applicants or mortgagors. Where necessary to protect the 
privacy interests of mortgage applicants or mortgagors, the Bureau 
shall provide for the disclosure of information . . . in aggregate or 
other reasonably modified form, in order to effectuate the purposes of 
[HMDA].'' \27\
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    \25\ Dodd Frank Wall Street Reform and Consumer Protection Act, 
Public Law 111-203, 124 Stat. 1376, 1980, 2035-38, 2097-101 (2010).
    \26\ These agencies are the prudential regulators--the Board of 
Governors of the Federal Reserve System, the Federal Deposit 
Insurance Corporation, the National Credit Union Administration, and 
the Office of the Comptroller of the Currency--and the Department of 
Housing and Urban Development. Together with the Bureau, these 
agencies are referred to herein as ``the agencies.''
    \27\ Section 304(h)(3)(A) provides that a modification under 
section 304(h)(1)(E) shall apply to information concerning ``(i) 
credit score data . . . in a manner that is consistent with the 
purpose described in paragraph (1)(E); and (ii) age or any other 
category of data described in paragraph (5) or (6) of subsection 
(b), as the Bureau determines to be necessary to satisfy the purpose 
described in paragraph (1)(E), and in a manner consistent with that 
purpose.''
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    On August 29, 2014, the Bureau published proposed amendments to 
Regulation C (2014 HMDA Proposed Rule) to implement the Dodd-Frank Act 
amendments and to make additional changes.\28\ After careful 
consideration of comments received on its proposal, the Bureau 
published a final rule on October 28, 2015 (2015 HMDA Final Rule) 
amending Regulation C.\29\ The 2015 HMDA Final Rule implements the 
Dodd-Frank Act amendments and makes other changes to Regulation C. Most 
provisions of the 2015 HMDA Final Rule go into effect on January 1, 
2018 \30\ and apply to data financial institutions will collect 
beginning in 2018 and will report beginning in 2019.\31\
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    \28\ 79 FR 51732 (Aug. 29, 2014).
    \29\ Home Mortgage Disclosure (Regulation C), 80 FR 66128 (Oct. 
28, 2015); see also 80 FR 69567 (Nov. 10, 2015) (making technical 
corrections).
    \30\ Certain amendments to the definition of financial 
institution went into effect on January 1, 2017. See 12 CFR 1003.2; 
80 FR 66128, 66308 (Oct. 28, 2015).
    \31\ Beginning in 2018, with respect to data compiled in 2017 
and later, financial institutions will file their HMDA data with the 
Bureau. The Bureau will collect and process HMDA data on behalf of 
the FFIEC and the agencies.
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    The 2015 HMDA Final Rule addressed the public disclosure of HMDA 
data in two ways. First, the 2015 HMDA Final Rule made changes to 
financial institutions' public disclosure obligations under Regulation 
C. Under the 2015 HMDA Final Rule, the public disclosure of HMDA data 
is shifted entirely to the agencies. Effective with respect to HMDA 
data compiled in 2017 and later, financial institutions will no longer 
be required to provide their modified loan/application registers and 
disclosure statements directly to the public and will be required 
instead to provide only a notice advising members of the public seeking 
their data that it may be obtained on the Bureau's Web site. In 
addition to reducing burden on financial institutions associated with 
their disclosure of HMDA data, the 2015 HMDA Final Rule eliminates 
risks to financial institutions associated with errors in preparing 
their modified loan/application registers that could result in the 
unintended disclosure of data. Further, the 2015 HMDA Final Rule allows 
decisions with respect to what to include on the modified loan/
application register to be made in conjunction with decisions regarding 
the agencies' loan-level data release, providing flexibility and 
allowing for consistency with respect to both releases. This shift of 
responsibility also permits the Bureau to consider modifications to 
protect applicant and borrower privacy that preserve data utility but 
that may be burdensome for financial institutions to implement. 
Finally, shifting the disclosure of HMDA data to the agencies will 
allow for easier adjustment of privacy protections applied to 
disclosures of loan-level HMDA data as privacy risks and potential uses 
of HMDA data evolve.
    Also in the 2015 HMDA Final Rule, in consultation with the agencies 
and after notice and comment, the Bureau interpreted HMDA, as amended 
by the Dodd-Frank Act, to require that the Bureau use a balancing test 
to determine whether and how HMDA data should be modified prior to its 
disclosure to the public in order to protect applicant and borrower 
privacy while also fulfilling HMDA's public disclosure purposes. The 
Bureau interpreted HMDA to require that public HMDA data be modified 
when the release of the unmodified data creates risks to applicant and 
borrower privacy interests that are not justified by the benefits of 
such release to the public in light of the statutory purposes.\32\ In 
such circumstances, the need to protect the privacy interests of 
mortgage applicants or mortgagors requires that the itemized 
information be modified. This binding interpretation implemented HMDA 
sections 304(h)(1)(E) and 304(h)(3)(B) because it prescribed standards 
for requiring modification of itemized information, for the purpose of 
protecting the privacy interests of mortgage applicants and borrowers, 
that is or will be available to the public.\33\ The 2015 HMDA Final 
Rule's interpretation of HMDA section 304(h)(1)(E) and 304(h)(3)(B) to 
require a balancing test is a regulation that limits the Bureau's 
discretion with respect to public release of HMDA data. The standards 
impose binding obligations on the Bureau to evaluate the HMDA data, 
individually and in combination, to assess whether and how HMDA data 
should be modified prior to its disclosure to the public in order to 
protect applicant and borrower privacy while also fulfilling HMDA's 
public disclosure purposes. The standards for modification of itemized 
information that is or will be available to the public apply to all 
data reported under the 2015 HMDA Final Rule.\34\
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    \32\ 80 FR 66128, 66134 (Oct. 28, 2015).
    \33\ Id.
    \34\ Id. at 66133, 66252 (noting that the Bureau's application 
of the balancing test would include data fields currently disclosed 
on the modified loan/application register and in the agencies' loan-
level release).
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    Part III of this proposed Policy Guidance describes the Bureau's 
application of the balancing test to date and its proposals concerning 
the public disclosure of the loan-level HMDA data that will be reported 
to the agencies pursuant to Regulation C as amended by

[[Page 44590]]

the 2015 HMDA Final Rule.\35\ Part IV of this proposed Policy Guidance 
addresses other considerations related to the disclosure of HMDA data, 
including the disclosure of aggregate HMDA data.\36\
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    \35\ The Bureau received some comments on the 2014 HMDA Proposed 
Rule suggesting that disclosure of certain HMDA data fields could 
reveal confidential business information and that such data fields 
should not be disclosed to the public in order to protect such 
information. The Bureau notes that HMDA requires modification of the 
HMDA data to protect the privacy interests of applicants and 
borrowers without mentioning the protection of confidential business 
information. Although the balancing test adopted in the 2015 HMDA 
Final Rule addresses risks to applicant and borrower privacy created 
by the disclosure of HMDA data, the modifications resulting from its 
application may mitigate some of the confidentiality concerns raised 
by commenters.
    \36\ As discussed above and also below in part IV.C, HMDA and 
Regulation C require the FFIEC to make available to the public 
certain aggregated data. The FFIEC, the Bureau, and the other 
agencies continue to evaluate options for disclosure of the required 
aggregates of data that will be reported under the 2015 HMDA Final 
Rule.
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III. Application of the Balancing Test

A. The Balancing Test

    As noted above, in the 2015 HMDA Final Rule, the Bureau interpreted 
HMDA to require that public HMDA data be modified when the disclosure 
of the unmodified data creates risks to applicant and borrower privacy 
interests that are not justified by the benefits of such disclosure to 
the public in light of the statutory purposes. Considering the public 
disclosure of the loan-level HMDA dataset as a whole, risks to 
applicant and borrower privacy interests arise under the balancing test 
only where the disclosure of the unmodified loan-level HMDA dataset may 
both substantially facilitate the identification of an applicant or 
borrower in the data and disclose information about the applicant or 
borrower that is not otherwise public and may be harmful or 
sensitive.\37\ Thus, under the balancing test, risks to applicant and 
borrower privacy interests would not arise if a loan-level dataset 
substantially facilitated the identification of applicants and 
borrowers in the data but revealed no information about applicants and 
borrowers that was harmful or sensitive and not otherwise public. 
Alternatively, risks to applicant and borrower privacy interests would 
not arise under the balancing test if a loan-level dataset contained 
harmful or sensitive information about applicants and borrowers that 
was not otherwise public but it was not possible to identify an 
applicant or borrower in the dataset.
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    \37\ 80 FR 66128, 66134 (Oct. 28, 2015).
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    Accordingly, under the balancing test, the disclosure of the loan-
level HMDA dataset creates risks to applicant and borrower privacy 
interests only where at least one data field or a combination of data 
fields in the dataset substantially facilitates the identification of 
an applicant or borrower, and at least one data field or combination of 
data fields discloses information about the applicant or borrower that 
is not otherwise public and may be harmful or sensitive. At the 
individual data field level, a field may create ``re-identification 
risk'' by substantially facilitating the identification of an applicant 
or borrower in the HMDA data (for example, as discussed below, because 
it may be used to match a HMDA record to an identified record), or may 
create ``risk of harm or sensitivity'' by disclosing information about 
the applicant or borrower that is not otherwise public and may be 
harmful or sensitive. Assessing the risks to applicant and borrower 
privacy under the balancing test requires an evaluation of the 
unmodified HMDA dataset as a whole and of the individual data fields 
contained in the dataset.
    Where the public disclosure of the unmodified loan-level HMDA 
dataset would create risks to applicant and borrower privacy, the 
balancing test requires that the Bureau consider the benefits of 
disclosure to HMDA's purposes and, where these benefits do not justify 
the privacy risks the disclosure would create, modify the dataset to 
appropriately balance the privacy risks and disclosure benefits. An 
individual data field is a candidate for potential modification under 
the balancing test if its disclosure in unmodified form would create a 
risk of re-identification or a risk of harm or sensitivity.
    As discussed further below, with respect to the HMDA data that will 
be reported to the agencies under the 2015 HMDA Final Rule and based on 
its analysis to date, the Bureau believes that public disclosure of the 
unmodified loan-level dataset, as a whole, would create risks to 
applicant and borrower privacy interests under the HMDA balancing test. 
This is due to the presence in the dataset of individual data fields 
that the Bureau believes would create re-identification risk and the 
presence of individual data fields that the Bureau believes are not 
currently public and would create a risk of harm or sensitivity. The 
Bureau thus has applied the balancing test to determine whether and how 
it should modify the HMDA data that will be reported under the 2015 
HMDA Final Rule before it is disclosed to the public. Based on its 
analysis, the Bureau believes that the balancing test requires the 
loan-level HMDA dataset to be modified before it is disclosed to the 
public to reduce risks to applicant and borrower privacy created by 
disclosure and appropriately balance them with the benefits of 
disclosure for HMDA's purposes. The Bureau proposes to modify the 
public loan-level dataset as described in this proposed Policy 
Guidance.\38\ The Bureau believes that the modifications to the loan-
level HMDA dataset proposed in this Policy Guidance would reduce risks 
to applicant and borrower privacy and appropriately balance them with 
the benefits of disclosure for HMDA's purposes. The Bureau seeks 
comment on all aspects of this proposed Policy Guidance, including its 
analysis of risks to applicant and borrower privacy, its application of 
the balancing test, and its proposed modifications.
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    \38\ With respect to data compiled in 2018 or later, this 
proposed Policy Guidance describes the modifications the Bureau 
proposes to apply to the agencies' loan-level release and to each 
financial institution's modified loan/application register. The 
terms ``loan-level dataset'' and ``loan-level data'' used herein 
refer to HMDA data disclosed on the loan level, whether the data are 
those submitted by an individual financial institution or by all 
reporting financial institutions.
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    This part III.A describes the benefits of public disclosure of the 
data that will be reported under the 2015 HMDA Final Rule, the risks to 
applicant and borrower privacy that may be created by the public 
disclosure of the unmodified HMDA data that the Bureau has considered, 
and the Bureau's approach to balancing these benefits and risks. Part 
III.B describes the application of the balancing test to the data that 
will be reported under the 2015 HMDA Final Rule and the Bureau's 
proposed modifications to the loan-level HMDA data that will be 
disclosed to the public.
Disclosure Benefits
    Under the balancing test, the Bureau considers the benefits of 
disclosure of the loan-level HMDA data to the public. As described 
above, HMDA has a long history of providing the public with information 
about mortgage lending activity, and Congress has repeatedly amended 
the statute to increase the scope and utility of the data disclosed to 
the public. Users of HMDA data have relied on this information to help 
achieve HMDA's purposes: Helping to determine whether financial 
institutions are serving the housing needs of their communities; 
assisting public officials in distributing public-sector investment so 
as to attract private investment to areas where it is needed; and 
assisting in identifying possible discriminatory lending patterns and 
enforcing antidiscrimination statutes. Today,

[[Page 44591]]

HMDA data are the preeminent data source that regulators, researchers, 
economists, industry, and advocates rely on to achieve HMDA's purposes 
and to analyze the mortgage market.\39\
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    \39\ For more information about the history and benefits of 
HMDA, see the supplementary information to the Bureau's 2014 HMDA 
Proposed Rule, 79 FR 51732, 51735-36 (Aug. 29, 2014), and the 
Bureau's 2015 HMDA Final Rule, 80 FR 66128, 66129-31 (Oct. 28, 
2015).
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    Community groups, researchers, and public officials have used HMDA 
data to help determine whether financial institutions are serving the 
housing needs of their communities. For example, HMDA data have enabled 
community groups to understand the magnitude of disinvestment within 
minority neighborhoods.\40\ Public officials have relied on HMDA data 
to compare the lending activity of financial institutions to the credit 
needs of communities and to examine whether minority communities were 
disproportionately affected by foreclosures following the financial 
crisis.\41\ Further, community groups relied on HMDA data to document 
the rise in subprime lending among minority communities in the years 
before the financial crisis.\42\
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    \40\ See John Goering and Ron Wienk, ``Mortgage Lending, Racial 
Discrimination and Federal Policy,'' at 10 (Urban Inst. Press 1996).
    \41\ Robert B. Avery & Thomas M. Buynak, ``Economic Review--
Mortgage Redlining: Some New Evidence,'' at 18-32 (Fed. Reserve Bank 
of Cleveland, Working Paper No. 0013-0281, 1981), available at 
https://fraser.stlouisfed.org/scribd/?item_id=4183&filepath=/files/docs/publications/frbclevreview/rev_frbclev_198102.pdf; Carolina 
Reid and Elizabeth Laderman, ``The Untold Costs of Subprime Lending: 
Examining the Links Among Higher-Priced Lending, Foreclosures and 
Race in California'' (Fed. Reserve Bank of S.F., Working Paper No. 
2009-09, 2009), available at https://iasp.brandeis.edu/pdfs/Author/reid-carolina/The%20Untold%20Costs%20of%20Subprime%20Lending%203.pdf.
    \42\ ``Home Mortgage Disclosure Act: Newly Collected Data and 
What It Means,'' Hearing on the 2004 Home Mortgage Disclosure Act 
before the Subcomm. on Fin. Servs. and Consumer Credit of the H. 
Comm. on Fin. Servs., 109th Cong. 4 (2006) (written testimony of 
Calvin Bradford, President, Calvin Bradford Assocs., Ltd., on behalf 
of the Nat'l Fair Hous. Alliance).
---------------------------------------------------------------------------

    Public officials also have used HMDA data to develop and allocate 
housing and community development investments. For example, local 
governments have used HMDA data to characterize neighborhoods for 
purposes of determining the most effective use of housing grants, to 
select financial institutions for contracts and participation in local 
programs, and to identify a need for homebuyer counseling and 
education.\43\ Similarly, the Department of Housing and Urban 
Development used HMDA data to develop the formula by which funding 
would be provided to communities suffering from foreclosures and 
abandonment under the Neighborhood Stabilization Program.\44\
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    \43\ See City of Albuquerque, Dep't of Family and Comty. Hous., 
``Five Year Consolidated Housing Plan and Workforce Housing Plan 
(2008-2012),'' at 100 (2008), available at http://www.cabq.gov/family/documents/ConsolidatedWorkforceHousingPlan20082012final.pdf; 
City of Antioch, Cal., ``Fiscal Year 2012-2013: Consolidated Annual 
Performance Evaluation Report,'' at 29 (2012), available at http://ci.antioch.ca.us/CitySvcs/CDBGdocs/CAPER%20FY%2012-13.pdf; City of 
Lawrence, Mass., ``HUD Consolidated Plan 2010-2015,'' at 68 (2010), 
available at http://www.cityoflawrence.com/Data/Sites/1/documents/cd/Lawrence_Consolidated_Plan_Final.pdf.
    \44\ See U.S. Dep't of Housing and Urban Dev., ``Neighborhood 
Stabilization Program Formula Methodology'' (2008), available at 
https://www.huduser.gov/portal/datasets/NSP.html.
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    HMDA data have also been used by public officials, researchers, and 
community groups to identify potentially discriminatory lending 
patterns and to enforce antidiscrimination statutes. For example, 
researchers, journalists, and public officials relied on HMDA data 
along with other publicly available data to identify racial disparities 
in mortgage lending between neighborhoods in Atlanta, Detroit, and 
Boston.\45\ Since Congress amended HMDA to require reporting of the 
race, gender, and income of individual applicants and borrowers,\46\ 
the expanded HMDA data have been used to identify potential 
discriminatory lending practices.\47\ Community groups have used the 
data to monitor fair lending within their communities and enter into 
agreements with financial institutions to ensure that the local needs 
were being served in a responsible manner.\48\ HMDA data also played an 
important role in recent enforcement actions by the Illinois and New 
York Attorneys General related to discriminatory mortgage lending.\49\ 
The Bureau and other regulators regularly rely on HMDA data in fair 
lending analyses, including in identifying possible discriminatory 
practices such as illegal redlining.\50\
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    \45\ Bill Dedman, ``The Color of Money,'' (parts 1-4), Atlanta 
Journal-Const., May 1-4, 1988; David Everett et al., ``The Race for 
Money,'' (parts 1-4), Detroit Free Press, July 24-27, 1988; Bill 
Dedman, ``Blacks Turned Down for Home Loans from S&Ls Twice as Often 
as Whites,'' Atlanta Journal-Const., Jan. 22, 1989; Katharine 
Bradbury et al., ``Geographic Patterns of Mortgage Lending in 
Boston, 1982-1987,'' New Eng. Econ. Rev., (1989). These reports and 
studies helped motivate Congress to amend HMDA to improve publicly 
available information about lending practices through the Financial 
Institutions Reform, Recovery, and Enforcement Act of 1989.
    \46\ Federal Institutions Reform, Recovery, and Enforcement Act, 
Public Law 101-73, section 1211, Sec.  304, 103 Stat. 183, 524-26 
(1989).
    \47\ For example, researchers have found evidence that, in many 
cases, an applicant's race alone influenced whether the applicant 
was denied credit. See, e.g., Alicia H. Munnell et al., ``Mortgage 
Lending in Boston: Interpreting the HMDA Data,'' at 22 (Am. Econ. 
Rev., Fed. Reserve Bank of Boston Working Paper 92-7 (1992); James 
H. Carr & Isaac F. Megbolugbe, ``The Federal Reserve Bank of Boston: 
Study on Mortgage Lending Revisited,'' 4 J. of Hous. Res. 2, at 277 
(1993).
    \48\ See Adam Rust, ``A Principle-Based Redesign of HMDA and CRA 
Data in Revisiting the Community Reinvestment Act: Perspectives on 
the Future of the Community Reinvestment Act,'' at 179 (Fed. Reserve 
Banks of Bos. and S.F. 2009).
    \49\ Yana Kunichoff, ``Lisa Madigan credits Reporter with 
initiating largest discriminatory lending settlements in U.S. 
history,'' Chicago Rep. (June 14, 2013), available at http://www.chicagonow.com/chicago-muckrakers/2013/06/lisa-madigan-credits-reporter-with-initiating-largest-discriminatory-lending-settlements-in-u-s-history/; Press Release, N.Y. State Off. of the Att'y Gen., 
``Attorney General Cuomo Obtains Approximately $1 Million For 
Victims Of Greenpoint's Discriminatory Lending Practices'' (July 16, 
2008), available at http://www.ag.ny.gov/press-release/attorney-general-cuomo-obtains-approximately-1-million-victims-greenpoints.
    \50\ Although certain regulators have access to the non-public 
HMDA data, their analyses also rely heavily on data fields that are 
publicly disclosed.
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    In enacting the Dodd-Frank Act in 2010, Congress expanded the data 
financial institutions are required to collect, report, and disclose 
under HMDA and authorized the Bureau to require additional information. 
The Bureau's 2015 HMDA Final Rule amended Regulation C to implement the 
Dodd-Frank Act amendments and address the informational shortcomings 
exposed by the financial crisis to better meet the needs of the public, 
public officials, and regulators. Although the 2015 HMDA Final Rule did 
not address the specific data fields that would be disclosed to the 
public in the loan-level HMDA data, the rule required the collection 
and reporting of a number of data fields which, if publicly disclosed, 
would improve the ability of HMDA data users to fulfill HMDA's 
purposes.
    For example, mandatory reporting of information about the reasons 
for denial of a loan application, combined with data fields used to 
make underwriting decisions, would improve the ability to understand 
lenders' decision-making and to identify possible discriminatory 
lending patterns in underwriting. Pricing information, such as rate 
spread for additional types of loans, total loan costs, total discount 
points, lender credits, and interest rate, would allow users to better 
understand pricing decisions and the cost of credit to mortgage 
borrowers. Information about manufactured housing and multifamily 
financing would allow users to better understand important sources of 
housing for low-income and potentially financially vulnerable 
borrowers, which helps users determine whether financial institutions 
are serving the housing needs of their communities and helps public 
officials target public investment

[[Page 44592]]

to better attract private investment. Information about the ages of 
applicants or borrowers and disaggregated racial and ethnic information 
would assist in identifying potentially discriminatory lending patterns 
and help determine whether financial institutions are serving the 
housing needs of their communities. Data fields about occupancy status 
and home-equity lines of credit provide information about potentially 
speculative purchases of housing and the degrees of leverage borrowers 
are undertaking. This information would better allow users to identify 
trends in the mortgage market that may increase systemic risk to the 
overall economy. Understanding these risks helps public officials 
distribute public-sector investment and helps users determine whether 
financial institutions are serving the housing needs of their 
communities.
    Today, HMDA data represent a public good that responds to the fact 
that private lenders do not, in the ordinary course, make information 
about their loans and lending decisions publicly available. HMDA 
provides the only source of loan-level mortgage data with comprehensive 
national coverage that is free and easily accessible to the public. 
Other publicly available mortgage datasets lack information crucial for 
HMDA's purposes that is found in the HMDA data, such as the race, 
ethnicity, and sex of applicants and borrowers. Private data vendors 
sell several large datasets that typically contain data collected from 
the largest mortgage loan servicers or securitizers, but none of these 
datasets match the coverage of the HMDA data. These private datasets 
also typically lack information that identifies individual lenders and 
therefore cannot be used to study whether specific lenders are meeting 
community needs or may be making discriminatory credit decisions. 
Additionally, the Bureau is aware of no private dataset that includes 
information about applications that do not result in originated loans. 
By including applications in addition to originated and purchased 
loans, HMDA provides a near-census of the mortgage market that allows 
users to draw a detailed picture of the supply and demand of mortgage 
credit at various levels of geographic and lender aggregation. Finally, 
unlike the HMDA data, private datasets are costly for subscribers, 
creating a substantial hurdle for many community groups, government 
agencies, and researchers that wish to access them.
    HMDA data also benefit users by addressing the information 
asymmetries present in credit markets. The degree of control that 
lenders exercise over the mortgage lending process gives them a 
significant information advantage over borrowers, researchers, and 
other members of the public. This advantage can contribute to certain 
types of lender behavior, such as discrimination or predatory lending, 
that conflict with the best interests of borrowers and the housing 
needs of communities. The relative difference in information may also 
lead to herding behavior where both lenders and consumers pursue risky 
mortgage loans based primarily on the popularity of these products, 
creating substantial systemic risk to the mortgage market and the 
financial system. Publicly available mortgage data increase 
transparency in the mortgage market, narrowing the information gap 
between lenders and borrowers, community groups, and public officials. 
Greater information can enable these latter parties to advocate for 
financial institutions to maintain fair practices and serve the housing 
needs of their communities, and can increase the prospect of self-
correction by financial institutions. Additional information also helps 
to reduce the herding behavior of both lenders and borrowers, reducing 
systemic risk.
Risks to Applicant and Borrower Privacy Interests
    The Bureau has considered the risks to applicant and borrower 
privacy that may be created by the public disclosure of the HMDA data 
that will be reported to the agencies under the 2015 HMDA Final Rule. 
Based on its analysis to date, the Bureau believes that public 
disclosure of the unmodified loan-level dataset, as a whole, would 
create risks to applicant and borrower privacy interests under the HMDA 
balancing test. As described in more detail below, this is due to the 
presence in the dataset of individual data fields that the Bureau 
believes would create re-identification risk and the presence of 
individual data fields that the Bureau believes would create a risk of 
harm or sensitivity. However, the Bureau believes that the 
modifications to the loan-level HMDA dataset proposed in this Policy 
Guidance would reduce these risks to applicant and borrower privacy and 
appropriately balance them with the benefits of disclosure for HMDA's 
purposes.
Re-Identification Risk
    In evaluating the potential re-identification risk presented by the 
disclosure of the unmodified loan-level HMDA data that will be reported 
under the 2015 HMDA Final Rule, the Bureau has considered the data 
fields contained in the dataset, the likely methods by which applicants 
and borrowers could be identified in the dataset, the nature and 
availability of additional datasets that may be useful to the re-
identification of HMDA data, and the incentives and capabilities of 
persons interested in re-identification. The Bureau uses the term 
``adversary'' when referring to such persons.\51\ The term is not 
intended to indicate that the adversary's motives are necessarily 
malicious or adverse to the interests of the individuals in the 
dataset.
---------------------------------------------------------------------------

    \51\ See, e.g., Nat'l Inst. of Standards & Tech., ``De-
Identification of Personal Information (2015),'' available at http://nvlpubs.nist.gov/nistpubs/ir/2015/NIST.IR.8053.pdf (using 
``adversary'' to refer to an entity attempting to re-identify data).
---------------------------------------------------------------------------

    In the HMDA context, the Bureau is concerned about two re-
identification scenarios. First, an adversary may use common data 
fields to match a HMDA record to a record in another dataset that 
contains the identity of the applicant or borrower. Second, an 
individual may rely on pre-existing personal knowledge to recognize an 
applicant or borrower's record in the unmodified HMDA data.
    Under the first scenario, it may be possible to match a HMDA record 
to a record from an identified dataset directly, or data fields from 
additional datasets may need to be matched to the HMDA record to 
complete the match to the identified record. However, successfully re-
identifying a HMDA record would require several steps and may present a 
significant challenge. First, an adversary generally would have to 
isolate a record that is unique within the HMDA data. A HMDA record is 
unique when the values of the data fields associated with it are shared 
by no other HMDA record. But a HMDA record's uniqueness alone would not 
automatically result in its re-identification; an adversary would have 
to find a record corresponding to the applicant or borrower in another 
dataset that shares data fields with the unique HMDA record that permit 
the records to be matched. Once a unique HMDA record has been matched 
to a corresponding record, an adversary would possess any additional 
fields found in the corresponding record but not found in the HMDA 
record, such as the identity of the applicant or borrower.\52\ However, 
even after accomplishing such a match, an adversary might not have 
accurately re-identified the true applicant or borrower to whom the 
HMDA record relates.\53\
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    \52\ If the corresponding record lacks the name of the applicant 
or borrower, an adversary may be able to use data fields from the 
corresponding record to match to a record in another identified 
dataset.
    \53\ For example, if the corresponding record is not the only 
record in the other dataset that shares certain data fields with the 
unique HMDA record, an adversary would have to make a probabilistic 
determination as to which corresponding record belongs to the 
applicant or borrower. Also, depending on the coverage of the other 
dataset, a corresponding record may be unique in the other dataset 
but not unique in the general population.

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[[Page 44593]]

    The HMDA data that will be reported under the 2015 HMDA Final Rule, 
like the data reported under current Regulation C, contain data fields 
that create re-identification risk. First, the HMDA data display a high 
level of record uniqueness.\54\ As explained above, record uniqueness 
alone does not mean that a record can be re-identified, but a unique 
HMDA record could be matched to a corresponding record in another 
dataset that is available to an adversary. In the HMDA context, the 
Bureau believes that particularly relevant sources of identified data 
for matching purposes are publicly available real estate transaction 
records and property tax records. Although there is variance by 
jurisdiction, such records are often available electronically and 
typically identify a borrower through documents such as the mortgage or 
deed of trust. These documents typically include the loan amount, the 
financial institution, the unique identifier assigned to the mortgage 
originator, the borrower's name, and the property address, and may 
include other information. Because some of these data fields are also 
present in the HMDA data, the Bureau believes that the release of loan-
level HMDA data without any modifications would create a risk that 
these public records could be directly matched to a HMDA record to re-
identify an applicant \55\ or borrower.
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    \54\ In 2005, researchers at the Board found that ``[m]ore than 
90 percent of the loan records in a given year's HMDA data are 
unique--that is, an individual lender reported only one loan in a 
given census tract for a specific loan amount.'' Robert B. Avery et 
al., ``New Information Reported under HMDA and Its Application in 
Fair Lending Enforcement,'' at 367 Fed. Reserve Bulletin (Summer 
2005), available at http://www.federalreserve.gov/pubs/bulletin/2005/3-05hmda.pdf.
    \55\ None of the public or private datasets discussed herein 
include information about applications that do not result in 
originated mortgage loans. The Bureau believes that the lack of 
public information about applications would significantly reduce the 
likelihood that an adversary could match the record of a HMDA loan 
application that was not originated to an identified record in 
another dataset. Therefore, the Bureau believes that the risk of re-
identification to applicants is significantly lower than the risk to 
borrowers. However, some of the information contained in the 
unmodified HMDA data for applicants may permit an adversary to re-
identify an applicant despite the lack of publicly available real 
estate records reflecting the transaction. For example, if an 
applicant withdraws an application and obtains a loan secured by the 
same property from another institution, it may be possible to link 
the HMDA data for the withdrawn application with the data for the 
origination, as much of the property and borrower information will 
be identical.
---------------------------------------------------------------------------

    Other publicly available sources of data similar to those included 
in the HMDA data that will be reported under the 2015 HMDA Final Rule 
include loan-level performance datasets made available by the 
Government-Sponsored Enterprises (GSEs) and mortgage-backed securities 
datasets made available by the Securities and Exchange Commission 
through the Electronic Data Gathering, Analysis, and Retrieval (EDGAR) 
system.\56\ The loan-level performance datasets include data fields 
similar to those that will be included in the unmodified HMDA data, 
such as credit score, loan amount, interest rate, debt-to-income ratio, 
combined loan-to-value ratio, and loan-to-value ratio. The mortgage-
backed securities dataset includes similar information, such as the 
credit score, loan amount, lien status, property value, and debt-to-
income ratio. These datasets are available online with limited 
restrictions on access. But these datasets do not include the name of 
the borrower; as described above, this means that an adversary who is 
able to match a record in one of these datasets to a record in HMDA 
would need to make an additional match to an identified dataset to re-
identify a borrower. And some of these datasets contain restrictions on 
use, such as a prohibition on attempting to re-identify individual 
borrowers.\57\
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    \56\ SE.C., ``Electronic Data Gathering, Analysis, and Retrieval 
(EDGAR),'' https://www.sec.gov/edgar.shtml (last visited January 26, 
2017); Fannie Mae, ``Fannie Mae Single-Family Loan Performance 
Dataset,'' http://www.fanniemae.com/portal/funding-the-market/data/loan-performance-data.html (last visited Jan. 26, 2017); Freddie 
Mac, ``Single Family Loan-Level Dataset,''http://www.freddiemac.com/news/finance/sf_loanlevel_dataset.html (last visited Jan. 26, 2017); 
Ginnie Mae, ``Data Dictionaries,'' http://www.ginniemae.gov/investors/disclosures_and_reports/Pages/Disclosure-Data-Dictionaries.aspx (last visited Jan. 26, 2017).
    \57\ See, e.g., Freddie Mac, ``Terms for Single-Family Loan-
Level Dataset Registration and Login Pages,'' https://freddiemac.embs.com/FLoan/HistoricalDataTerms.html (last visited 
Mar. 20, 2017).
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    Private datasets that could be matched to the HMDA data are also 
available. For example, data brokers collect information about 
consumers from a wide range of sources and sell it for a variety of 
purposes, including marketing, identity verification, and fraud 
detection.\58\ These datasets typically include data collected from 
commercial, government, and other publicly available sources and may 
contain data about mortgage loan borrowers, including age, income, 
loan-to-value ratio, property value, loan amount, address, race, 
ethnicity, and origination date. Other datasets specific to mortgage 
loans are provided for purposes of evaluating mortgage-backed 
securities, identifying marketing opportunities, or analyzing market 
trends. These datasets may include loan amount, interest rate, credit 
score, negative amortization features, and closing date. Some of these 
datasets include the names of consumers, although others contain de-
identified loan-level mortgage data. However, these datasets may 
contain contractual restrictions on use and re-disclosure, including 
prohibiting their use for re-identification purposes, and may be cost-
prohibitive for many potential adversaries.
---------------------------------------------------------------------------

    \58\ See generally Fed. Trade Comm'n, ``Data Brokers: A Call for 
Transparency and Accountability,'' (May 2014), available at https://www.ftc.gov/system/files/documents/reports/data-brokers-call-transparency-accountability-report-federal-trade-commission-may-2014/140527databrokerreport.pdf (describing the types of products 
offered and the data sources used by data brokers).
---------------------------------------------------------------------------

    In addition to considering the steps an adversary would need to 
complete to re-identify the HMDA data and the various data sources that 
may be required to accomplish re-identification, including their 
limitations, the Bureau also has considered the capacity, incentives, 
and characteristics of potential adversaries, including those that may 
attempt re-identification for harmful purposes. The Bureau believes 
that some potential adversaries may be interested in re-identifying the 
HMDA data for marketing or other commercial purposes. For example, the 
unmodified HMDA data contain information about applicants and 
borrowers, and features of the loans they obtained or applied for, that 
the Bureau believes would have commercial appeal for marketing and 
advertising. Although extensive data about identified consumers is 
already available to marketers, the Bureau believes that at least some 
of the HMDA data that may be useful to marketers are typically not 
publicly available from any source for marketing purposes, are 
available in limited circumstances,\59\ or may be less reliable or 
precise than the HMDA data may be perceived to be.\60\ These potential 
adversaries could possess the resources to use private

[[Page 44594]]

datasets in addition to publicly available records to re-identify the 
HMDA data. However, the Bureau has considered the extent to which much 
of the commercial benefit to be obtained by re-identifying the HMDA 
data may be more readily available from private datasets to which these 
potential adversaries already have access without the need for recourse 
to the HMDA data. In many cases, information from other datasets may be 
timelier than that found in the HMDA data, where the delay between 
action taken on a loan and disclosure of the loan-level HMDA data 
ranges from 3 to 15 months. Further, some of these potential 
adversaries may refrain from re-identifying the HMDA data for 
reputational reasons or because they have agreed to restrictions on 
using data from the additional datasets described above for re-
identification purposes.
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    \59\ For example, a marketer currently may obtain from a 
consumer reporting agency a ``prescreened'' list of consumers 
meeting certain criteria, such as a minimum credit score, only for 
the purpose of making a ``firm offer of credit or insurance.'' 15 
U.S.C. 1681b(c), 1681a(l).
    \60\ For example, private datasets may only contain an estimate 
of the household income, while the HMDA data contains the gross 
annual income relied on by the financial institution, which may be 
more accurate.
---------------------------------------------------------------------------

    Additionally, although most academics, researchers, and journalists 
use HMDA data only for HMDA purposes or market monitoring, some may be 
interested in re-identifying the HMDA data for purposes of research. 
These persons may differ in their capacity to re-identify an applicant 
or borrower in the HMDA data. The Bureau believes that those who lack 
resources are likely to attempt to match a HMDA record to publicly 
available datasets such as real estate transaction records, while those 
with relatively greater resources may also rely on private datasets. 
However, as mentioned above, some private datasets may have contractual 
terms prohibiting their use for re-identification purposes. Further, 
those academics or journalists with significant resources may be 
affiliated with organizations that have reputational or institutional 
interests that would not be served by re-identifying the HMDA data. 
These factors may reduce the risk of re-identification by such persons.
    The Bureau has considered whether parties intending to commit 
identity theft or financial fraud may have the incentive and capacity 
to re-identify the HMDA data. As discussed further below, the Bureau 
believes that the HMDA data would be of minimal use for these purposes. 
For example, the HMDA data will not include information typically 
required to open new accounts in a consumer's name, such as Social 
Security number, date of birth, place of birth, passport number, or 
driver's license number, nor will they include information useful to 
perpetrate existing account fraud, such as account numbers or 
passwords. Further, these potential adversaries are not law abiding and 
may have easier, albeit illegal, ways to secure data for these purposes 
than attempting to re-identify loan-level HMDA data. The resources of 
these potential adversaries likely vary, so some may be able to use 
private datasets in addition to publicly available records to re-
identify the HMDA data were they to attempt to do so.
    In addition to the possibility of re-identifying borrowers through 
matching HMDA data to other datasets, some potential adversaries may be 
able to re-identify a particular applicant or borrower in the HMDA data 
by relying on personal knowledge about the applicant or borrower. As 
noted above, the Bureau believes that the HMDA data display a high 
level of record uniqueness, and the unmodified HMDA data include 
location and demographic information, such as race, sex, ethnicity, and 
age, that may be known to a potential adversary who is familiar with a 
specific applicant or borrower. Therefore, such a potential adversary 
may be able to re-identify a known applicant or borrower even if 
traditionally identifying information is not disclosed and without 
attempting to match a HMDA record to an identified record. This 
potential adversary could include a neighbor or acquaintance of the 
applicant or borrower, and the interest in re-identification may range 
from mere curiosity to the desire to embarrass or otherwise harm the 
applicant or borrower. Although these potential adversaries may lack 
the sophistication or resources required to re-identify a HMDA record 
by matching it to other datasets, they may possess a high level of 
specific knowledge about the characteristics of a particular applicant 
or borrower. Because the pre-existing personal knowledge possessed by 
such a potential adversary is typically limited to information about a 
single individual, or a small number of individuals, any re-
identification attempt by such a potential adversary would likely 
target or impact a limited number of individuals. Although the Bureau 
believes that location and demographic information may be more likely 
to be known than other information in the HMDA data, it is impossible 
to predict the exact content of any pre-existing personal knowledge 
that such a potential adversary may possess. This uncertainty creates 
challenges for evaluating the degree to which individual data fields 
contribute to the risk of re-identification by such a potential 
adversary.\61\
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    \61\ For example, although the Bureau is aware of no dataset 
with detailed information on mortgage loan applicants, an adversary 
with personal knowledge of an applicant could identify an applicant 
in the HMDA data.
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Risk of Harm or Sensitivity
    The Bureau has considered whether, if a loan-level record in the 
HMDA dataset were re-identified, HMDA data that will be reported under 
the 2015 HMDA Final Rule would disclose information about the applicant 
or borrower that is not otherwise public and may be harmful or 
sensitive. To the extent a HMDA record could be associated with an 
identified applicant or borrower and could also be successfully matched 
to another de-identified dataset to re-identify such a dataset, harmful 
or sensitive information in that dataset that is not otherwise public 
may also be disclosed. The Bureau has considered whether the HMDA data 
could be used for harmful purposes such as perpetrating fraud or 
identity theft against an applicant or borrower or for targeted 
marketing of products and services that may pose risks that are not 
apparent. The Bureau has also considered whether certain HMDA data 
fields may be viewed as sensitive if associated with a particular 
applicant or borrower, even where the disclosure of the data field is 
unlikely to lead to financial or other tangible harms. In evaluating 
the potential sensitivity of a data field, the Bureau has also 
considered whether disclosure of the data field could cause dignity or 
reputational harm or embarrassment, or could be considered outside of 
societal or cultural expectations with respect to what information is 
available to the general public.
    As noted above, today, significant amounts of identifiable data 
concerning consumers is available to the general public, including in 
public records. Identifiable consumer information is also available 
from commercial data sources with varying barriers to access and 
restrictions on use. In evaluating the risk of harm or sensitivity 
created by the public disclosure of loan-level HMDA data, the Bureau's 
analysis has considered the degree to which such disclosure would 
increase these risks to applicant and borrower privacy compared to the 
risks that already exist, absent the public availability of the data in 
HMDA. Accordingly, the Bureau has considered whether the data that will 
be reported under the 2015 HMDA Final Rule are typically publicly 
available in an identifiable form and, if so, any barriers to accessing 
the information or restrictions on its use. Depending on the nature and 
extent of the public availability of a particular data field, the 
Bureau generally considers public

[[Page 44595]]

availability to reduce any risk of harm or sensitivity that may be 
created by the public disclosure of the data field in the loan-level 
HMDA data. For example, although some borrowers may consider the amount 
of their mortgage to be sensitive, the Bureau believes that this 
information is often publicly available and considers such availability 
to reduce the risk of harm or sensitivity that may be created by the 
disclosure of this unmodified data field in the HMDA data. In other 
words, if potentially harmful or sensitive information about an 
applicant or borrower is already available to the general public, 
disclosure of that information in the loan-level HMDA data creates less 
risk of additional harm or sensitivity than if the data were otherwise 
not publicly available about the applicant or borrower.
    In evaluating the risk of harm or sensitivity created by the 
disclosure of the loan-level HMDA data, the Bureau also has considered 
the likelihood that the loan-level HMDA data would be re-identified and 
used for harmful purposes or to embarrass or damage the reputation of 
an applicant or borrower. As discussed above, the Bureau generally 
believes that successful re-identification of loan-level HMDA data 
would require several steps and may represent a significant challenge. 
Even where an adversary is able to match a HMDA record to a record in 
an identified dataset, the adversary still may not have accurately 
identified the true applicant or borrower to whom the HMDA record 
relates. To the extent that the risk that re-identification would be 
accomplished is low, the risk of disclosing harmful or sensitive 
information is reduced.
    The Bureau believes that the unmodified loan-level HMDA data that 
will be reported under the 2015 HMDA Final Rule would be of minimal use 
for purposes of perpetrating identity theft or financial fraud against 
applicants and borrowers. As noted above, the HMDA data will not 
include information typically required to open new accounts in a 
consumer's name, such as Social Security number, date of birth, place 
of birth, passport number, or driver's license number, nor do they 
include information useful to perpetrate existing account fraud, such 
as account numbers or passwords.\62\ Although almost any information 
relating to an individual could at least theoretically be used by an 
adversary seeking to steal the identity of or commit fraud against the 
individual, the Bureau does not believe that disclosure of the HMDA 
data would be likely to increase information available for these 
purposes. For example, the HMDA data will include the name of the 
financial institution and other details about the loan terms that could 
be used in a phishing attack against an applicant or borrower by a 
perpetrator pretending to be the financial institution,\63\ but data 
that could be used for this purpose are often already available in 
publicly available real estate transaction records. The Bureau has also 
considered whether the HMDA data could be used for knowledge-based 
authentication purposes,\64\ but believes the data are unlikely to 
increase information available that is typically used for such 
purposes.
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    \62\ As noted above, however, to the extent a HMDA record could 
be associated with an identified applicant or borrower and could 
also successfully be matched to a de-identified dataset to re-
identify such a dataset, harmful or sensitive information in that 
dataset that is not otherwise public may also be disclosed.
    \63\ Phishing is an attempt by a perpetrator to obtain sensitive 
information, such as account numbers or passwords, by masquerading 
as a legitimate company. Phishing is typically conducted by 
fraudulent email messages appearing to come from a legitimate 
company that direct the recipient to a spoofed Web site or otherwise 
get the recipient to divulge private information. The perpetrators 
then use this private information to commit identity theft.
    \64\ Knowledge-based authentication (KBA) is a method of 
authentication which seeks to prove the identity of someone 
accessing a service, such as an account at a financial institution. 
KBA requires the knowledge of information about a particular 
individual to prove that a person attempting to access a service is 
the individual. ``Static'' KBA, also known as ``shared secrets,'' 
relies on information initially shared by the individual to the 
provider of the service, such as an answer to a question, which is 
later retrieved when an individual seeks to access the service. 
``Dynamic'' KBA uses knowledge questions to verify identity but does 
not require the individual to have provided the questions and 
answers beforehand. Dynamic KBA questions are compiled from data 
known to or obtained by the institution, such as transaction history 
or data from credit reports.
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    The Bureau believes that some of the unmodified loan-level HMDA 
data would provide information that is not already public and could be 
used to target applicants and borrowers for marketing, including 
marketing for products and services that may pose risks that are not 
apparent. As noted above, the unmodified HMDA data would provide 
information about an applicant's or borrower's financial condition and, 
with respect to a borrower, details about the loan obtained. The Bureau 
believes that, at least for a period of time after the loan-level HMDA 
data are disclosed, this information may be useful to those looking to 
offer financial products and services or otherwise improve market 
segmentation. Although these data could be used to market products and 
services that would be beneficial for applicants and borrowers, perhaps 
increasing competition among lenders that could help consumers receive 
the best loan terms possible, they could also be used to target 
potentially vulnerable consumers with marketing for products and 
services that may pose risks that are not apparent. For example, 
certain information about a loan might be perceived to reveal 
information about a borrower's sophistication as a consumer of 
financial products and services, and information about a borrower's 
financial condition may suggest vulnerability to scams relating to debt 
relief or credit repair.
    Finally, the Bureau believes that some of the unmodified loan-level 
HMDA data that will be reported to the agencies under the 2015 HMDA 
Final Rule would be considered sensitive by most consumers. In 
assessing whether a data field creates a risk of sensitivity, the 
Bureau has considered if its disclosure could lead to dignity or 
reputational harm or embarrassment, or could be considered outside of 
societal or cultural expectations with respect to what information is 
available to the general public.
Balancing Risks and Benefits
    In applying the balancing test, the Bureau has considered the risks 
to applicant and borrower privacy interests that would be created by 
the public disclosure of the unmodified loan-level HMDA data that will 
be reported under the 2015 HMDA Final Rule and the benefits of such 
disclosure in light of HMDA's purposes. As discussed above, assessing 
risks to applicant and borrower privacy under the balancing test 
requires an evaluation of the unmodified HMDA dataset as a whole and of 
the individual data fields contained in the dataset. In developing this 
proposal, the Bureau reviewed the contribution of each data field, 
individually and in combination, toward the potential re-identification 
of an applicant or borrower in the HMDA dataset. As described above, 
for purposes of the HMDA balancing test, a significant re-
identification risk is created by uniqueness in the HMDA data among 
data fields that are also found in other records that identify an 
applicant or borrower. The Bureau has reviewed the availability of 
public records in several jurisdictions and has also considered 
qualitative factors such as the capacity, incentives, and 
characteristics of potential adversaries that may be interested in re-
identification, the public availability of HMDA data fields in other 
datasets, the barriers to obtaining these datasets, and

[[Page 44596]]

the degree to which the other datasets are identifiable. The Bureau has 
also considered whether certain data fields may be more likely than 
others to be known by a potential adversary with personal knowledge 
about the applicant or borrower.
    The Bureau also considered whether disclosure of the loan-level 
HMDA data, if it were to be re-identified, would reveal information 
about the applicant or borrower that is not otherwise public and may be 
harmful or sensitive. As described above, this consideration involved 
reviewing the potential for disclosure to cause financial fraud or 
identity theft, harmful targeted marketing, or sensitivity concerns. 
The Bureau considered the nature of potential harms that might result 
from disclosure of each data field individually and in combination, and 
the strength of the field's contribution to such harms. The Bureau also 
considered whether each data field is typically publicly available in 
identified records and, if so, any barriers to accessing the 
information or restrictions on its use.
    In addition, the Bureau evaluated the contribution of the data 
fields, both individually and in combination, toward the purposes of 
HMDA: Helping to determine whether financial institutions are serving 
the housing needs of their communities; assisting public officials in 
distributing public-sector investment so as to attract private 
investment to areas where it is needed; and assisting in identifying 
possible discriminatory lending patterns and enforcing 
antidiscrimination statutes. Every HMDA data field provides benefits to 
achieving the statutory purposes, but different data fields may provide 
more value for certain statutory purposes or types of analyses. Data 
fields were examined for both current and potential uses.
    For data fields the public disclosure of which the Bureau 
preliminarily believes would create risks to applicant and borrower 
privacy interests, either because a field increases re-identification 
risk or poses a risk of harm or sensitivity, the Bureau has weighed 
these risks against the benefits of disclosure. Where the Bureau has 
preliminarily determined that the disclosure of an individual data 
field, alone or in combination with other fields, would create risks to 
applicant and borrower privacy that are not justified by the benefits 
of disclosure to HMDA's purposes, the Bureau has considered whether it 
could appropriately balance the privacy risks and disclosure benefits 
through strategies such as binning, rounding, and top- and bottom-
coding,\65\ or whether the public dataset should be modified by 
excluding the field. The Bureau has also evaluated the risks and 
benefits of disclosing a data field in light of the proposed 
modifications considered for the other data fields. The Bureau is 
mindful of the connection between the risk of re-identification and the 
risk of harm or sensitivity. To the extent that the risk of re-
identification created by disclosure of the HMDA data is reduced, the 
risk of disclosing harmful or sensitive information is also reduced. 
Conversely, to the extent that the public loan-level HMDA data do not 
disclose information that is harmful or sensitive, the consequences of 
re-identification are reduced. Where the Bureau has preliminarily 
determined that some modification of a data field is appropriate, the 
Bureau's consideration of the available forms of modification for the 
HMDA data is also informed by the operational challenges associated 
with various forms of modification and the need to make financial 
institutions' modified loan/application registers available to the 
public by March 31 following the calendar year for which the data are 
reported.\66\
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    \65\ Binning, sometimes known as recoding or interval recoding, 
allows data to be shown clustered into ranges rather than as precise 
values. Top- and bottom-coding masks the precise values of a data 
field that appear above or below a certain threshold.
    \66\ As discussed below in part IV.B, the Bureau will make a 
modified loan/application register for each financial institution 
available on its Web site by March 31 following the calendar year 
for which the information was compiled. With respect to data 
compiled in 2018 or later, this proposed Policy Guidance describes 
the modifications the Bureau proposes to apply to each financial 
institution's modified loan/application register, with the possible 
exception of modifications to reflect whether the loan amount is 
above the applicable dollar amount limitation on the original 
principal obligation in effect at the time of application or 
origination as provided under 12 U.S.C. 1717(b)(2) and 12 U.S.C. 
1454(a)(2), which may be disclosed later than March 31. HMDA data is 
reported by March 1 of the year following the calendar year for 
which the information was compiled, leaving the Bureau as little as 
30 days to prepare each financial institution's modified loan/
application register.
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B. Application of the Balancing Test to Loan-Level HMDA Data

    As described above, the Bureau has interpreted HMDA to require that 
public HMDA data be modified when the release of the unmodified data 
creates risks to applicant and borrower privacy interests that are not 
justified by the benefits of such release to the public in light of 
HMDA's purposes. Based on its analysis to date, the Bureau believes 
that public disclosure of the unmodified loan-level data that will be 
reported to the agencies under the 2015 HMDA Final Rule, as a whole, 
would create risks to applicant and borrower privacy interests under 
the HMDA balancing test. This is due to the presence in the data of 
individual data fields that the Bureau believes would create re-
identification risk and the presence of individual data fields that the 
Bureau believes would create a risk of harm or sensitivity. The Bureau 
has applied the balancing test to determine whether and how to modify 
the HMDA data that will be reported under the 2015 HMDA Final Rule 
before it is disclosed to the public and is seeking comment on its 
proposed modifications.
    For the reasons discussed below, based on its application of the 
balancing test, the Bureau proposes to exclude or otherwise modify the 
following data fields in the loan-level HMDA data disclosed to the 
public: Universal loan identifier (ULI), application date, loan amount, 
action taken date, property address, age, credit score, debt-to-income 
ratio, property value, the unique identifier assigned by the Nationwide 
Mortgage Licensing System and Registry for the mortgage loan originator 
(NMLS ID); and automated underwriting system (AUS) result. The Bureau 
also proposes to exclude the content of free-form text fields used in 
certain instances to report the following data: Race, ethnicity, name 
and version of credit score model, reason for denial, and AUS system 
name. The Bureau proposes to publicly disclose without modification the 
remaining data reported to the agencies under the 2015 HMDA Final Rule. 
As discussed above, HMDA and Regulation C require the FFIEC to make 
available to the public certain aggregated data. The Bureau, in 
consultation with the other agencies, intends to evaluate options for 
providing the HMDA data, including the modified data, to the public in 
aggregated form, including through the aggregated data products the 
FFIEC is required to make available and other vehicles.\67\
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    \67\ See part IV.C, below.
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    The Bureau acknowledges that the proposed modifications would not 
completely eliminate risks to applicant and borrower privacy that would 
likely be created by the disclosure of loan-level HMDA data, but the 
Bureau believes that these modifications would reduce such risks to the 
extent necessary to appropriately balance them with the benefits of 
disclosure for HMDA's purposes. The Bureau believes that, to the extent 
that the public disclosure of the loan-level HMDA data, modified as 
proposed, would create risks to applicant and borrower privacy, such 
risks would be justified by the benefits of such release to the public 
in light of HMDA's purposes.

[[Page 44597]]

    The Bureau has considered whether, in light of what it believes to 
be a reduced risk of re-identification for HMDA records reflecting an 
application where no loan was originated, more data could be disclosed 
without modification for those records. As discussed above, the Bureau 
believes that the lack of publicly available information about 
applications would make it significantly more difficult for an 
adversary to re-identify an applicant by matching a HMDA record to a 
record from an identified dataset. However, the Bureau believes that 
some risk of re-identification by matching may remain in some 
circumstances,\68\ and notes that an adversary's personal knowledge may 
also permit re-identification of an application record. Further, the 
possibility that transactions could be reported as applications in 
error and be subsequently corrected in a resubmission would create risk 
that the previously-applied modifications would no longer be 
appropriate; the previously-disclosed HMDA data would have revealed 
information creating risks to applicant and borrower privacy that would 
not be justified by the benefits of disclosure. Finally, an approach 
requiring that different types of records in the dataset are subject to 
different modifications would be operationally challenging and costly 
to implement. In light of these privacy and operational concerns, the 
Bureau is not proposing this approach at this time, but invites comment 
on it.
---------------------------------------------------------------------------

    \68\ See supra note 53.
---------------------------------------------------------------------------

    The Bureau seeks comment on all aspects of its analysis and the 
modifications it proposes to apply to the public loan-level HMDA 
dataset under the balancing test. The Bureau notes that, even after it 
finalizes this Policy Guidance, it intends to continue to monitor 
developments affecting the application of the balancing test to the 
HMDA data. The privacy landscape is constantly evolving, and risks to 
applicant and borrower privacy created by the disclosure of loan-level 
HMDA data may change as the result of technological advances and other 
external developments. For example, a new source of publicly available 
records may become available, increasing or decreasing privacy risks 
under the balancing test, or the Bureau may discover evidence 
suggesting that individuals are using the HMDA data in unforeseen, 
potentially harmful ways. Potential uses of the loan-level HMDA data in 
furtherance of the statute's purposes may also evolve, such that the 
benefits associated with the disclosure of certain data may increase to 
an extent that justifies providing more information to the public. For 
example, a new loan program may emerge with debt-to-income ratio 
requirements that increase the benefits of releasing more precise 
information about the debt-to-income ratios of applicants or borrowers 
than the Bureau proposes herein to release. Such developments and other 
changed circumstances may require that, even after this proposed Policy 
Guidance is finalized, the Bureau revisit the conclusions previously 
reached based on the application of the balancing test in order to 
ensure the appropriate protection of applicant and borrower privacy in 
light of HMDA's purposes.
    The Bureau is proposing this Policy Guidance to provide 
transparency, obtain public feedback, and improve the Bureau's 
decisionmaking. This proposed Policy Guidance and any final Policy 
Guidance concerning the public disclosure of loan-level HMDA data are 
non-binding in part because flexibility to revise the modifications 
proposed to apply to the public loan-level HMDA data is necessary to 
maintain a proper balancing of the privacy risks and benefits of 
disclosure, especially in the event the Bureau becomes aware of new 
facts and circumstances that might contribute to privacy risks. 
However, except where not practical, unnecessary, or where public 
interest requires otherwise, the Bureau intends to seek public input on 
any future revisions to modifications to the public loan-level HMDA it 
might consider.
Data To Be Disclosed in the Loan-Level HMDA Data Without Modification
    As discussed above, the 2015 HMDA Final Rule requires financial 
institutions to report information about originations and purchases of 
mortgage loans, as well as mortgage loan applications that do not 
result in originations. The Bureau proposes to disclose the following 
data fields to the public as reported, without modification:\69\
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    \69\ As mentioned above and discussed further below, the Bureau 
proposes not to disclose free-form text fields used in certain 
instances to report the following data: The name and version of the 
credit scoring model, race, ethnicity, reasons for denial, and AUS 
name.
---------------------------------------------------------------------------

     The following information about applicants, borrowers, and 
the underwriting process: Income, sex, race, ethnicity, name and 
version of the credit scoring model, reasons for denial, and AUS name.
     The following information about the property securing the 
loan: Census tract, State, county, occupancy type, construction method, 
manufactured housing secured property type, manufactured housing land 
property interest, and total units.
     The following information about the application or loan: 
Loan term, loan type, loan purpose, application channel, whether the 
loan was initially payable to the financial institution, whether a 
preapproval was requested, action taken, type of purchaser, lien 
status, prepayment penalty term, introductory rate period, interest 
rate, rate spread, total loan costs or total points and fees, 
origination charges, total discount points, lender credits, HOEPA 
status, balloon payment, interest-only payment, negative amortization, 
other non-amortizing features, combined loan-to-value ratio, open-end 
line of credit flag, business or commercial flag, and reverse mortgage 
flag.
     The following information about the lender: Legal Entity 
Identifier (LEI), and financial institution name.\70\
---------------------------------------------------------------------------

    \70\ See 12 CFR 1003.4(a)(2)-(7), (a)(8)(i), a(9)(ii), 
(a)(10)(i), (a)(10)(iii), (a)(11)-(14), (a)(15)(i) (name of scoring 
model), (a)(16)-(22), (a)(24)-(27), (a)(29)-(33), (a)(35)(i) (name 
of system), (a)(36)-(38) (effective Jan. 1, 2018).
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    Many of these data fields were adopted in the 2015 HMDA Final Rule, 
while several are already required to be reported under current 
Regulation C. All of the data fields required by current Regulation C 
listed above are currently disclosed as reported without modification 
in the modified loan/application register that each financial 
institution makes available to the public and in the agencies' loan-
level release.\71\ For the reasons discussed below, the Bureau proposes 
to publicly disclose the data fields listed above without modification 
in the loan-level HMDA data and requests comment on its proposal.
---------------------------------------------------------------------------

    \71\ The only data fields excluded from the public loan-level 
HMDA data under current Regulation C are the identifying number for 
the loan or loan application, the application date, and the action 
taken date.
---------------------------------------------------------------------------

    With the exception of LEI, financial institution name, census 
tract, income, action taken (where the loan is denied), and reasons for 
denial, which are discussed further below, the Bureau believes that 
disclosure of the data fields listed above would likely present low 
risk to applicant and borrower privacy. First, the Bureau believes 
that, if the HMDA data were re-identified, disclosure of most of these 
data fields would likely create minimal, if any, risk of harm or 
sensitivity to applicants or borrowers. These fields include basic 
information about the features of the loan or the property securing the 
loan--such as the application channel, loan term, and lien status--
rather than information about personal

[[Page 44598]]

characteristics or financial condition of the applicant or borrower, 
and the Bureau believes that applicants and borrowers are unlikely to 
consider the disclosure of this information to be sensitive. Further, 
the Bureau is aware of no clear advantage provided by most of these 
data fields for targeted marketing of products and services that may 
pose risks that are not apparent. The Bureau believes that certain 
fields about the loan, such as the pricing data fields, and certain 
fields about the borrower, such as ethnicity and race, may create 
relatively more risk of harm or sensitivity, but that these fields 
still present low privacy risk. Second, the Bureau believes that 
disclosure of most of these data fields would likely create minimal, if 
any, risk of substantially facilitating the re-identification of 
applicants and borrowers in the HMDA data. Most of these data fields 
are not found in publicly available sources of records that contain the 
identity of an applicant or borrower; without such an identified 
publicly available record, an adversary would experience substantial 
difficulty attempting to re-identify an applicant or borrower by 
matching a HMDA record using these data fields. Certain data fields may 
create relatively more risk of re-identification because they contain 
values that are not widely shared among applicants or borrowers, such 
as an ethnic and racial category, but the Bureau believes these fields 
still present low re-identification risk.\72\ As described above, 
public disclosure of these low-risk data fields benefits users in 
determining whether financial institutions are serving the housing 
needs of their communities; in distributing public-sector investment so 
as to attract private investment to areas where it is needed; and in 
identifying possible discriminatory lending patterns and enforcing 
antidiscrimination statutes. To the extent that disclosure of these 
fields would create risk to applicant and borrower privacy, the Bureau 
believes the risks would be justified by the benefits of disclosure.
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    \72\ Although the Bureau believes that ethnic and racial 
categories are not found in publicly available sources of identified 
records, comparing the ethnicity and race found in the HMDA record 
to the surname found in an identified public record may help an 
adversary narrow the range of public records against which to match 
a HMDA record. Information on surnames, in other contexts, has 
proven useful to proxy for ethnicity or race. The Bureau also 
believes that ethnicity and racial category may be more likely to be 
known by adversaries with personal knowledge of the applicant or 
borrower than other fields listed above. The Bureau seeks comment in 
particular on whether this risk is heightened with respect to 
disaggregated ethnicity and race and whether these disaggregated 
fields should be treated differently than aggregated ethnicity and 
race.
---------------------------------------------------------------------------

    The Bureau believes that disclosure of the following data fields 
listed above would likely substantially facilitate the re-
identification of applicants or borrowers: LEI, financial institution 
name, and census tract. The Bureau believes that publicly available 
real estate transaction records such as mortgages and deeds of trust 
typically contain the identity of the borrower, the name of the 
financial institution, and the property address, from which an 
adversary may derive the census tract. Although the uniqueness of a 
HMDA record will vary by census tract, the Bureau believes that these 
data fields could be used by an adversary to match a HMDA record to an 
identified public record.
    The Bureau also believes that, if the HMDA data were re-identified, 
disclosure of the following data fields listed above would likely 
create a risk of harm or sensitivity: Income, action taken (where the 
loan is denied), and reasons for denial. These data fields are not 
otherwise available to the general public in an identified form without 
barriers to access or use restrictions.\73\ The Bureau believes that 
these data fields would likely be considered sensitive by many if not 
most consumers. Many consumers avoid sharing their incomes, even with 
personal acquaintances.\74\ The fact that a financial institution 
denied an application and some of the reasons for denial, such as 
employment history, credit history, debt-to-income ratio, or 
insufficient cash, could reveal negative details about a consumer's 
personal financial situation.\75\ The Bureau also believes that these 
data fields could be used for harmful purposes, such as targeted 
marketing of products and services that may pose risks that are not 
apparent.
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    \73\ The Bureau believes that, although estimates of income may 
be available in private datasets, reliable income information 
typically is not available to the general public without barriers to 
access or use restrictions. The HMDA data will include the gross 
annual income relied on in making the credit decision, which may be 
more accurate.
    \74\ The Bureau believes that consumers may still consider 
income information to be sensitive even though it is rounded to the 
nearest thousand when reported by financial institutions.
    \75\ The Bureau notes that the fact that a loan was denied and 
the reasons for denial are reported only for applications that have 
been denied. As discussed above, the Bureau believes that the risk 
of re-identification of applicants where a loan is not originated is 
significantly lower than the risk to borrowers. Because these data 
fields are difficult to associate with an identified applicant or 
borrower, the Bureau believes that the risk of harm or sensitivity 
created by their disclosure is reduced.
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    The Bureau nonetheless believes that these risks to applicant and 
borrower privacy are justified by the benefits of disclosure in light 
of HMDA's purposes. For years, these data fields have proven critical 
for furthering HMDA's purposes.\76\ For example, the ability to 
identify the financial institution by name is critical for users to 
evaluate the lending practices of a financial institution.\77\ The 
census tract is essential for users to determine the availability of 
credit in certain communities and to identify potentially 
discriminatory lending patterns at the community level. Information 
about income ensures that users who are evaluating potential 
disparities in underwriting or pricing are comparing applicants or 
borrowers with similar incomes, thereby controlling for a factor that 
might provide a legitimate explanation for such disparities. Income 
data can also allow users to determine the availability of credit to 
consumers and communities of various income levels. Finally, action 
taken and reasons for denial, combined with underwriting information, 
help users compare the outcomes received by applicants and borrowers to 
identify potential disparities between similarly qualified applicants. 
The reasons for denial also help users understand why a particular loan 
application was denied and identify potential barriers in access to 
credit.
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    \76\ Several data fields adopted in the 2015 HMDA Final Rule are 
closely related to, or extensions of, data fields reported under 
current Regulation C. Specifically, the LEI will replace the current 
reporter's ID, and reasons for denial may currently be reported at 
the option of the financial institution. However, financial 
institutions supervised by the OCC and the FDIC currently are 
required by those agencies to report denial reasons. 12 CFR 
27.3(a)(1)(i), 128.6, 390.147.
    \77\ The LEI would enhance identification by allowing users to 
link the reporting financial institution to its corporate family. If 
the financial institution name is publicly disclosed, the LEI 
creates minimal, if any, additional privacy risk.
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    The Bureau believes that, under the balancing test, the benefits of 
public disclosure of these data fields to HMDA's purposes would justify 
the risks to applicant and borrower privacy such disclosure would 
likely create. In forming its proposal to publicly disclose these data 
fields without modification, the Bureau considered modifications that 
would reduce the risks to applicant and borrower privacy while 
preserving the benefits of disclosure. However, with the exception of 
income and census tract, which have for years proven critical for 
furthering HMDA's purposes, no modifications other than exclusion from 
the public loan-level HMDA data are reasonably available for these data 
fields. Therefore, modification in these circumstances

[[Page 44599]]

would eliminate public utility of these data fields entirely. The 
Bureau seeks comment on its proposal to publicly disclose these fields 
without modification in the loan-level HMDA data.
Data To Be Excluded or Otherwise Modified in the Loan Level HMDA Data
Universal Loan Identifier
    The 2015 HMDA Final Rule requires financial institutions to report 
a universal loan identifier (ULI) for each covered loan or application 
that can be used to identify and retrieve the application file.\78\ The 
2015 HMDA Final Rule sets forth detailed requirements concerning the 
ULI to be assigned and reported.\79\ A ULI must begin with the 
financial institution's LEI, followed by up to 23 additional characters 
to identify the covered loan or application, and then end with a two-
character check digit calculated according to the methodology 
prescribed in appendix C of the 2015 HMDA Final Rule.\80\ In addition, 
a ULI must be unique within the institution and must not contain any 
information that could be used to directly identify the application or 
borrower.\81\ Institutions reporting a loan for which a ULI was 
previously assigned and reported must report the ULI that was 
previously assigned and reported for the loan. The ULI will be 
submitted as an alphanumeric field.\82\ The requirement to report a ULI 
replaces the requirement under current Regulation C that a financial 
institution report an identifying number for the loan or loan 
application.\83\ The loan or loan application number is currently 
excluded from both the modified loan/application register that each 
financial institution makes available to the public and the agencies' 
loan-level release. The Bureau added the requirement to report a ULI to 
implement the Dodd-Frank Act's amendment to HMDA providing for the 
collection and reporting of, ``as the Bureau may determine to be 
appropriate, a universal loan identifier.'' \84\
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    \78\ 12 CFR 1003.4(a)(1)(i) (effective January 1, 2018).
    \79\ Id.
    \80\ 12 CFR 1003.4(a)(1)(i)(A) through (C).
    \81\ 12 CFR 1003.4(a)(1)(i)(B)(3).
    \82\ Bureau of Consumer Fin. Prot., ``Filing instructions guide 
for HMDA data collected in 2018--OMB Control #3170-0008,'' at 14, 48 
(Jan. 2017), available at http://www.consumerfinance.gov/data-research/hmda/static/for-filers/2018/2018-HMDA-FIG.pdf.
    \83\ See 12 CFR 1003.4(a)(1).
    \84\ 12 U.S.C. 2803(b)(6)(G).
---------------------------------------------------------------------------

    For the reasons given below, the Bureau believes that, depending on 
how financial institutions will use ULIs once they are adopted for HMDA 
purposes, disclosing the ULI in the loan-level HMDA data could 
substantially facilitate the re-identification of an applicant or 
borrower and that this risk would not be justified by the benefits of 
the disclosure. Therefore, until information is available concerning 
how financial institutions use ULIs other than for HMDA purposes, the 
Bureau proposes to modify the loan-level HMDA dataset made available to 
the public by excluding the ULI.
    A ULI would allow users to track over time a loan reported in HMDA 
data by different financial institutions. Using a ULI, a user could 
identify a loan originated by a HMDA reporter that is later purchased 
by another HMDA reporter, then sold and purchased again by yet another 
HMDA reporter. Understanding a loan's history would assist in 
identifying whether financial institutions are serving the housing 
needs of their communities. Widespread adoption of ULIs to identify 
mortgage loans in other datasets also could allow users to track a loan 
from ``cradle to grave,'' i.e., to link information disclosed in the 
public HMDA data with information found in other datasets, such as 
datasets reflecting loan performance.
    The Bureau believes that, depending on how financial institutions 
use ULIs other than for HMDA purposes, public disclosure of a ULI in 
the loan-level HMDA data could create a significant risk of re-
identification. If financial institutions include ULIs on loan 
documents that are made publicly available, the Bureau believes that 
disclosure of the ULI in the public loan-level HMDA data would 
substantially facilitate the re-identification of HMDA records. As 
discussed above, many jurisdictions publicly disclose real estate 
transaction records in an identified form, such as mortgages and deeds 
of trust, and the Bureau believes that many financial institutions 
include loan numbers on these publicly-recorded documents.\85\ The 
Bureau believes that financial institutions may replace the loan 
numbers currently assigned to mortgage loans with ULIs \86\ and that, 
if they do, the ULI likely will be included on publicly-recorded loan 
documents. Especially in light of the uniqueness of a ULI, a ULI on a 
publicly-recorded loan document could be used to match a HMDA record to 
an identified public record directly and reliably.
---------------------------------------------------------------------------

    \85\ For example, in response to concerns about implications 
under the Gramm-Leach-Bliley Act (GLBA) of the ``longstanding common 
practice for a mortgage lender to place the borrower's account 
number on a mortgage loan document to enable the document to be 
tracked and place in the proper file once the document is recorded 
and returned from the recording office,'' Federal regulators issued 
guidance in 2001 opining that such practice does not violate the 
GLBA. See Letter from Fed. Reserve Board, Fed. Dep. Ins. Corp., 
Nat'l Credit Union Admin., Off. of the Comptroller of the Currency, 
Off. of Thrift Supervision, and Fed. Trade Comm'n (Sept. 4, 2001).
    \86\ In response to comments, the Bureau noted in the 
supplementary information to the 2015 HMDA Final Rule that a 
financial institution may use a ULI for both HMDA purposes and the 
loan identification number prescribed by Regulation Z Sec.  
1026.37(a)(12). 80 FR 66128, 66177 (Oct. 28, 2015).
---------------------------------------------------------------------------

    The Bureau notes that the FFIEC excluded identifying numbers for 
loans and applications from the agencies' loan-level HMDA data release 
because the data field could be used to identify an applicant or 
borrower in the data.\87\ Similarly, Congress later identified 
applicant ``identification number'' as a field that the Board should 
consider deleting from the modified loan/application register in order 
to protect the privacy of applicants and borrowers.\88\ In implementing 
this amendment to HMDA, the Board required that financial institutions 
remove ``application or loan number'' from the modified loan/
application register before making it available to the public.\89\
---------------------------------------------------------------------------

    \87\ The FFIEC noted that ``[a]n unedited form of the data would 
contain information that could be used to identify individual loan 
applicants'' and that the data would be edited prior to public 
release to remove the application identification number, the date of 
application, and the date of final action. 55 FR 27886, 27888 (July 
6, 1990).
    \88\ HMDA section 304(j), added by the Housing and Community 
Development Act, section 932(a), 106 Stat. 3672, 3889 (1992).
    \89\ 12 CFR 1003.5(c).
---------------------------------------------------------------------------

    The Bureau believes that a ULI would disclose minimal, if any, 
information about an applicant or borrower that may be harmful or 
sensitive. A ULI is associated with a particular application or loan. 
As noted above, the 2015 HMDA Final Rule prohibits a financial 
institution from including in a ULI assigned to an application or loan 
information about the applicant or borrower that could be used to 
directly identify the applicant or borrower. Commentary to this 
provision clarifies that ``information that could be used to directly 
identify the applicant or borrower includes but is not limited to the 
applicant's or borrower's name, date of birth, Social Security number, 
official government-issued driver's license or identification number, 
alien registration number, government passport number, or employer or 
taxpayer identification number.'' \90\ Although the Bureau

[[Page 44600]]

believes that financial institutions may include information within a 
ULI that is pertinent to the institution's operations, as some do now 
with respect to loan numbers, it does not believe that such information 
would be considered sensitive or could be used for harmful purposes.
---------------------------------------------------------------------------

    \90\ Comment 4(a)(1)(i)-2 (effective Jan. 1, 2018).
---------------------------------------------------------------------------

    The Bureau has considered whether a modification to the public 
loan-level HMDA dataset other than exclusion of the ULI would 
appropriately reduce the privacy risks created by the disclosure of the 
ULI in the loan-level data while maintaining some utility for HMDA's 
purposes. For example, the Bureau has considered whether it could, in 
the loan-level HMDA data disclosed to the public, replace the reported 
ULI with a different unique number, such as a hashed value.\91\ The 
Bureau also has considered whether it might use some other means to 
link HMDA records sharing the same ULI without revealing the ULI 
itself. The Bureau is unable to identify a feasible modification at 
this time, however. The Bureau believes at this time that, under the 
balancing test, excluding the ULI is a modification to the public loan-
level HMDA data that appropriately balances the risks to applicant and 
borrower privacy and the benefits of disclosure. The Bureau seeks 
comment on this proposal.
---------------------------------------------------------------------------

    \91\ A hashed value would be based on the ULI and created by a 
secure hash algorithm. A hash algorithm is designed to be non-
invertible, meaning that the original value, in this case the actual 
ULI, could not be derived from the hashed value. The hashed value 
would only appear in the HMDA data; as it would not appear in public 
records, it could not be used to re-identify the HMDA record.
---------------------------------------------------------------------------

Application Date
    The 2015 HMDA Final Rule requires financial institutions to report, 
except for purchased covered loans, the date the application was 
received or the date shown on the application form.\92\ This date will 
be submitted by financial institutions as the exact year, month, and 
day, in the format of YYYYMMDD.\93\ Financial institutions are required 
to report this data field under current Regulation C. The Board amended 
Regulation C in 1989 to require reporting of the date the application 
was received as part of its implementation of the Financial 
Institutions Reform, Recovery, and Enforcement Act of 1989 (FIRREA), 
which expanded HMDA to include data on applications, as well as data on 
the race, gender, and income of individual applicants and 
borrowers.\94\ The application date is currently excluded from both the 
modified loan/application register that each financial institution 
makes available to the public and the agencies' loan-level release.\95\
---------------------------------------------------------------------------

    \92\ 12 CFR 1003.4(a)(1)(ii) (effective Jan. 1, 2018).
    \93\ Supra note 83 at 49.
    \94\ Financial Institutions Reform, Recovery, and Enforcement 
Act, Public Law 101-73, section 1211, 103 Stat. 183, 524-26 (1989); 
54 FR 51356 (Dec. 15, 1989).
    \95\ See 12 U.S.C. 2803(j)(2)(B)(i); 12 CFR 1003.5(c).
---------------------------------------------------------------------------

    For the reasons given below, the Bureau believes that disclosing 
the application date in the loan-level HMDA data released to the public 
would likely substantially facilitate the re-identification of an 
applicant or borrower and that this risk would not be justified by the 
benefits of the disclosure. Therefore, the Bureau proposes to modify 
the loan-level HMDA data made available to the public by excluding the 
date the application was received.
    The application date may be useful for identifying possible 
discriminatory lending patterns and enforcing antidiscrimination 
statutes. In enacting the FIRREA amendments to HMDA, Congress sought to 
improve the ability of HMDA users to identify possible discriminatory 
lending patterns by expanding HMDA to allow for comparison of accepted 
and rejected applications.\96\ The date of application furthered the 
purposes underlying this expansion. The application date helps ensure 
that users are comparing applicants or borrowers who applied for loans 
during similar dates, thereby controlling for factors that might 
provide a legitimate explanation for disparities, such as different 
market interest rates over different time periods. Users of HMDA data 
may also use the application date, in combination with the action taken 
date, to screen for delays between application and action dates that 
appear to exist on prohibited bases.
---------------------------------------------------------------------------

    \96\ H. Rept. 101-209, at 463-65 (1989).
---------------------------------------------------------------------------

    The Bureau believes that public disclosure of application date 
would likely substantially facilitate the re-identification of an 
applicant or borrower in the HMDA data. Disclosing the date of 
application would increase the ability of an adversary to associate a 
HMDA record with an applicant or borrower by matching it to an 
identified publicly available record. As discussed above, many 
jurisdictions publicly disclose real estate transaction records in an 
identified form, such as mortgages or deeds of trust. These records 
contain the date that the lender and borrower entered into or executed 
the agreement. This date is correlated with the application date data 
field, which reflects either the date the application was received or 
the date shown on the application form. Therefore, an adversary could 
use the date of application, combined with other data fields, to narrow 
the range of identified public records against which to compare the 
HMDA data, increasing the likelihood of matching records.
    The Bureau notes that the FFIEC excluded the application date from 
the agencies' loan-level HMDA data release because the data field could 
be used to re-identify a particular applicant or borrower in the 
data.\97\ Similarly, when Congress directed that the Board require 
deletions from the loan-level HMDA data financial institutions must 
make available to the public to protect the privacy of applicants and 
borrowers, it identified the application date in particular as one 
field to be considered for deletion.\98\
---------------------------------------------------------------------------

    \97\ The FFIEC noted that ``[a]n unedited form of the data would 
contain information that could be used to identify individual loan 
applicants'' and that the data would be edited prior to public 
release to remove the application identification number, the date of 
application, and the date of final action. 55 FR 27886, 27888 (July 
6, 1990).
    \98\ Housing and Community Development Act, Public Law 102-550, 
section 932(a), 106 Stat. 3672, 3889 (1992).
---------------------------------------------------------------------------

    If the HMDA data were re-identified, the Bureau believes that 
application date would likely disclose minimal, if any, information 
about an applicant or borrower that may be harmful or sensitive. 
Application date is not an inherently sensitive data field. Unlike 
other dates, such as date of birth, the date of application contains no 
intrinsic connection to an individual. Instead, the information is 
associated with an applicant or borrower for only a single transaction 
in the context of mortgage lending. Further, the Bureau believes that 
the date of application would be unlikely to be used for targeted 
marketing of products and services that may pose risks that are not 
apparent.
    HMDA data is disclosed annually based on the calendar year in which 
action is taken on an application. Although the Bureau proposes not to 
disclose the application date, the year of the loan-level HMDA data 
will often correspond to the year in which the application was 
received. The Bureau considered binning the values reported for the 
application date into quarterly or semi-annual intervals. However, the 
Bureau believes that quarterly intervals would fail to reduce re-
identification risk adequately and that, compared to not disclosing 
application date, the gains in data utility that semi-annual intervals 
might allow do not justify the increase in privacy risk. Disclosing the 
date of application in quarterly intervals would provide an individual 
with a

[[Page 44601]]

narrower range of identified public records against which to compare 
the HMDA data.\99\ And although disclosing application dates in semi-
annual intervals would reduce re-identification risk as compared to 
quarterly intervals, the Bureau believes it would only marginally 
increase the utility over the current, annual intervals while still 
increasing privacy risk. Users would need a narrower range to help 
ensure that they were comparing applicants who applied under similar 
market conditions. The Bureau believes at this time that, under the 
balancing test, excluding the application date is a modification to the 
public loan-level HMDA data that appropriately balances the risks to 
applicant and borrower privacy and the benefits of disclosure. The 
Bureau seeks comment on this proposal.
---------------------------------------------------------------------------

    \99\ The Bureau previously identified quarterly release of the 
loan-level HMDA data as a potential privacy concern. 80 FR 66128, 
66243 (Oct. 28, 2015).
---------------------------------------------------------------------------

Loan Amount
    The 2015 HMDA Final Rule requires financial institutions to report 
the amount of the covered loan or the amount applied for.\100\ For 
closed-end mortgage loans, open-end lines of credit, and reverse 
mortgages, this amount is the amount to be repaid as disclosed on the 
legal obligation, the amount of credit available to the borrower, and 
the initial principal limit, respectively. The loan amount will be 
submitted by financial institutions in numeric form reflecting the 
exact dollar amount of the loan.\101\ Financial institutions are 
required to report this data field under current Regulation C rounded 
to the nearest thousand.\102\ Although HMDA has always required 
financial institutions to report information about the dollar amount of 
a financial institution's mortgage lending activity,\103\ the Board 
amended Regulation C in 1989 to require reporting of the loan amount on 
a loan-level basis as part of its implementation of FIRREA.\104\
---------------------------------------------------------------------------

    \100\ 12 CFR 1003.4(a)(7) (effective Jan. 1, 2018).
    \101\ Supra note 83, at 51.
    \102\ 12 CFR 1003, Appendix A, I.A.20.
    \103\ 12 U.S.C. 2803
    \104\ 12 U.S.C. 2803
---------------------------------------------------------------------------

    For the reasons given below, the Bureau believes that disclosing 
the loan amount in the loan-level HMDA data released to the public 
would likely substantially facilitate the re-identification of an 
applicant or borrower and that this risk would not be justified by the 
benefits of the disclosure. Therefore, the Bureau proposes to modify 
the loan-level HMDA dataset disclosed to the public by disclosing the 
midpoint for the $10,000 interval into which the reported loan amount 
falls and by indicating whether the loan amount exceeds the applicable 
dollar amount limitation on the original principal obligation in effect 
at the time of application or origination as provided under 12 U.S.C. 
1717(b)(2) and 12 U.S.C. 1454(a)(2) (``GSE conforming loan 
limit'').\105\ For example, for a reported loan amount of $117,834, the 
Bureau would disclose $115,000 as the midpoint between values equal to 
$110,000 and less than $120,000.
---------------------------------------------------------------------------

    \105\ The dollar amount limitation on the original principal 
obligation as provided under 12 U.S.C. 1717(b)(2) and 12 U.S.C. 
1454(a)(2) refers to the annual maximum principal loan balance for a 
mortgage acquired by Fannie Mae and Freddie Mac (the ``GSEs''). The 
Federal Housing Finance Agency is responsible for determining the 
maximum conforming loan limits for mortgages acquired by the GSEs. 
See Press Release, Fed. Hous. Fin. Agency, ``FHFA Announces Increase 
in Maximum Conforming Loan Limits for Fannie Mae and Freddie Mac in 
2017'' (Nov. 23, 2016) https://www.fhfa.gov/Media/PublicAffairs/Pages/FHFA-Announces-Increase-in-Maximum-Conforming-Loan-Limits-for-Fannie-Mae-and-Freddie-Mac-in-2017.aspx.
---------------------------------------------------------------------------

    The loan amount is useful for determining whether financial 
institutions are serving the housing needs of their communities. By 
examining loan amount, users can better understand the amount of credit 
that financial institutions have made available to consumers in certain 
communities and the extent to which such institutions are providing 
credit in varying amounts. Loan amount is also beneficial for 
identifying possible discriminatory lending patterns and enforcing 
antidiscrimination statutes. For example, the loan amount allows users 
to divide the population of applicants or borrowers into segments that 
may be subject to different underwriting or pricing policies, such as 
those applying for non-conforming mortgage loans. Combined with the 
property value, the loan amount would also allow users to calculate a 
loan-to-value ratio, an important variable in underwriting. The loan 
amount and loan-to-value ratio would help ensure that users who are 
evaluating potential disparities in underwriting outcomes, pricing, or 
other terms and conditions are comparing applicants or borrowers who 
applied for or obtained loans with similar loan amount and loan-to-
value ratios, thereby controlling for factors that might provide a 
legitimate explanation for disparities.
    The Bureau believes that disclosing the exact loan amount would 
likely substantially facilitate the re-identification of an applicant 
or borrower. The loan amount is a numeric data field that will often 
consist of at least six digits, which increases its contribution to the 
uniqueness of a particular HMDA record. As discussed above, this 
information is also found in identified real estate transaction records 
such as mortgages and deeds of trust that are publicly disclosed by 
many jurisdictions. Therefore, in many cases, an adversary could use 
the exact loan amount, combined with other fields, to match a HMDA 
record to an identified publicly available record.
    If the HMDA data were re-identified, the Bureau believes that loan 
amount would likely disclose minimal, if any, information about an 
applicant or borrower that may be harmful or sensitive. In some cases, 
high loan amounts, combined with other information, may be considered 
sensitive or may indicate financial vulnerability that could form the 
basis for targeted marketing of products and services that may pose 
risks that are not apparent. The loan amount may also at least 
theoretically be used for phishing attacks. However, the Bureau 
believes that loan amount is often already included in identified 
publicly available documents, such as the mortgage or deed of trust. 
The Bureau believes that this existing public availability decreases 
any potential sensitivity and harmfulness of disclosing loan amount in 
the HMDA data.
    The Bureau believes that the loan-level HMDA data may be modified 
to appropriately reduce the privacy risks created by the public 
disclosure of the loan amount while preserving much of the benefits of 
the data field. The Bureau believes that disclosing the midpoint for 
the $10,000 interval into which the reported loan amount falls, and 
indicating whether the loan amount exceeds the applicable GSE 
conforming loan limit, provides enough precision to allow users to rely 
on loan amount to achieve HMDA's purposes. For example, $10,000 
intervals will allow users to segment applicants and borrowers that may 
be subject to different underwriting or pricing policies. In fact, for 
intervals that include the applicable GSE conforming loan limit, an 
indication of whether the loan amount is above the applicable limit may 
provide greater precision than is provided by the loan-level HMDA data 
currently disclosed to the public, in which certain loan amounts above 
and below the applicable limit will round to the same thousand. $10,000 
intervals will not allow users to calculate an exact loan-to-value 
ratio, although users may still derive an estimated loan-to-value 
ratio. However, the Bureau believes that releasing the combined

[[Page 44602]]

loan-to-value ratio, as it proposes to do, will be more beneficial for 
fair lending purposes than the loan-to-value ratio that users would 
have calculated from the exact loan amount and property value. 
Disclosing loan amount in $10,000 intervals also decreases the ability 
of adversaries to match HMDA data to identified public records by 
reducing the uniqueness of a data field common to both datasets. 
Because the Bureau is also proposing to modify reported property value 
similarly, adversaries will be unable to use the combined loan-to-value 
ratio to reduce the effectiveness of the proposed modification by 
deriving the reported loan amount. Although the proposed modifications 
do not entirely eliminate the risk of re-identification that the Bureau 
believes would likely be created by the disclosure of loan amount 
information, the Bureau believes that the remaining risk would be 
justified by the benefits of disclosing loan amount with the proposed 
modifications.
    Therefore, the Bureau believes at this time that, under the 
balancing test, modifying loan amount as described above appropriately 
balances the privacy risks and disclosure benefits. The Bureau seeks 
comment on this proposal, including the proposed $10,000 intervals to 
be used for binning, the proposal to disclose the midpoint for each 
interval, and the proposal to indicate whether the reported loan amount 
exceeds the applicable GSE conforming loan limit. Additionally, the 
Bureau seeks comment on whether to indicate that a reported loan amount 
exceeds the applicable limit for loans eligible for insurance by the 
Federal Housing Administration (FHA conforming loan limit).\106\ 
Factors not reflected in the HMDA data may affect the accuracy of any 
such indicator, such as whether the loan amount has been increased by 
the amount of any one-time or up-front mortgage insurance premium that 
will be financed as part of the loan, in which case the loan may be 
eligible for insurance despite appearing in the HMDA data to exceed the 
applicable FHA conforming loan limit.\107\ The Bureau seeks comment on 
the value of indicating whether the reported loan amount exceeds the 
FHA conforming loan limit in light of these limitations.
---------------------------------------------------------------------------

    \106\ See 24 CFR 203.18.
    \107\ 24 CFR 203.18c.
---------------------------------------------------------------------------

Action Taken Date
    The 2015 HMDA Final Rule requires financial institutions to report 
the date of action taken by the financial institution on a covered loan 
or application.\108\ For originated loans, this date is generally the 
date of closing or account opening.\109\ Regulation C provides some 
flexibility in reporting the date for other types of actions taken, 
such as applications denied, withdrawn, or approved by the institution 
but not accepted by the applicant. For example, for applications 
approved but not accepted, a financial institution may report ``any 
reasonable date, such as the approval date, the deadline for accepting 
the offer, or the date the file was closed,'' provided it adopts a 
generally consistent approach.\110\ This date is submitted by financial 
institutions as the exact year, month, and day, in the format of 
YYYYMMDD.\111\ Financial institutions are required to report this data 
field under current Regulation C. As with the application date, the 
Board added the requirement to report the action taken date as part of 
the amendments to Regulation C that implemented FIRREA.\112\ The action 
taken date is also currently excluded from both the modified loan/
application register that each financial institution makes available to 
the public and the agencies' loan-level release.\113\
---------------------------------------------------------------------------

    \108\ 12 CFR 1003.4(a)(8)(ii) (effective Jan. 1, 2018).
    \109\ Comment 4(a)(8)(ii)-5 (effective Jan. 1, 2018).
    \110\ Comment 4(a)(8)(ii)-4 (effective Jan. 1, 2018).
    \111\ Supra note 83, at 52.
    \112\ 54 FR 51356 (Dec. 15, 1989).
    \113\ See 12 U.S.C. 2803(j)(2)(B)(i); 12 CFR 1003.5(c).
---------------------------------------------------------------------------

    For the reasons given below, the Bureau believes that disclosing 
the action taken date in the loan-level HMDA data released to the 
public would likely substantially facilitate the identification of an 
applicant or borrower and that this risk would not be justified by the 
benefits of the disclosure. Therefore, the Bureau proposes to modify 
the loan-level HMDA dataset made available to the public by excluding 
the date of action taken by the financial institution.
    The action taken date may be useful for identifying possible 
discriminatory lending patterns and enforcing antidiscrimination 
statutes. The fair lending benefits provided by the date of action 
taken are similar to those provided by the date of application, 
described above. The action taken date helps ensure that users who are 
evaluating potential disparities in pricing or other terms and 
conditions are comparing applicants or borrowers who obtained loans on 
similar dates, thereby controlling for factors that might provide a 
legitimate explanation for such disparities, such as different market 
interest rates or different institutional practices over different time 
periods. Users of HMDA data may also use the date of action taken, in 
combination with application date, to screen for delays between 
application and action dates that appear to exist on prohibited bases.
    The Bureau believes that disclosing the action taken date would 
likely substantially facilitate the re-identification of an applicant 
or borrower in the HMDA data. Disclosing the action taken date would 
increase the ability of an adversary to associate a HMDA record with an 
individual by matching it to an identified publicly available record. 
As explained above, many jurisdictions publicly disclose real estate 
transaction records in an identified form, such as mortgages or deeds 
of trust. These records contain the date that the lender and borrower 
entered into or executed the agreement, which, like the application 
date, is closely correlated with the action taken date. Indeed, because 
the action taken date for originated loans is generally the date of 
closing or account opening, in most cases these dates will be 
identical. Therefore, in many cases, an adversary could use the action 
taken date, combined with other data fields, to match a HMDA record to 
an identified public record.
    The Bureau notes that, as with the application date, the FFIEC 
excluded the action taken date from the agencies' loan-level HMDA data 
release because the data field could be used to re-identify a 
particular applicant or borrower in the data.\114\ Similarly, Congress 
later identified the action taken date as one field that the Board 
should consider deleting from the modified loan/application register to 
protect the privacy of applicants and borrowers.\115\
---------------------------------------------------------------------------

    \114\ The FFIEC noted that ``[a]n unedited form of the data 
would contain information that could be used to identify individual 
loan applicants'' and that the data would be edited prior to public 
release to remove the application identification number, the date of 
application, and the date of final action. 55 FR 27886, 27888 (July 
6, 1990).
    \115\ Housing and Community Development Act, Public Law 102-550, 
section 932(a), 106 Stat. 3672, 3889 (1992).
---------------------------------------------------------------------------

    If the HMDA data were re-identified, the Bureau believes that, 
similar to the application date, the action taken date would likely 
disclose minimal, if any, information about an applicant or borrower 
that may be harmful or sensitive. As with the application date, the 
action taken date is not an inherently sensitive data field; it is 
associated with an applicant or borrower for only a single transaction 
in the context of mortgage lending and

[[Page 44603]]

does not reflect an intrinsic connection to an individual. Further, the 
Bureau believes that the action taken date would be unlikely to be used 
for targeted marketing of products and services that pose risks that 
may not be apparent.
    Although the Bureau proposes not to disclose the action taken date, 
the loan-level data will disclose the year in which final action was 
taken. As with application date, the Bureau considered binning the 
values reported for action taken date into quarterly or semi-annual 
intervals. However, the Bureau believes that quarterly intervals would 
fail to reduce re-identification risk adequately and that, compared to 
not disclosing action taken date, the gains in data utility that semi-
annual intervals might allow do not justify the increase in privacy 
risk. Disclosing the action taken date in quarterly intervals would 
still provide an individual with a narrow range of identified public 
records against which to compare the HMDA data. And although disclosing 
action taken dates in semi-annual intervals would reduce re-
identification risk as compared to quarterly intervals, it would only 
marginally increase the utility over the current, annual intervals, 
while still increasing privacy risk. Users would need a narrower range 
to help ensure that they were comparing borrowers who obtained loans 
under similar market conditions. The Bureau believes at this time that, 
under the balancing test, excluding action taken date is a modification 
to the public loan-level HMDA data that appropriately balances the 
risks to applicant and borrower privacy and the benefits of 
disclosure.\116\ The Bureau seeks comment on this proposal.
---------------------------------------------------------------------------

    \116\ However, as described above, the year of the loan-level 
HMDA data will disclose the year in which the action was taken. With 
respect to quarterly release of the HMDA data, the Bureau stated in 
the 2015 HMDA Final Rule that, based on its analysis to date, 
``disclosure of loan-level data with more granular date information 
than year of final action would create risks to applicant and 
borrower privacy that are not outweighed by the benefits of such 
disclosure.'' 80 FR 66128, 66243 n.389 (Oct. 28, 2015).
---------------------------------------------------------------------------

Property Address
    The 2015 HMDA Final Rule requires financial institutions to report 
the address of the property securing the loan or, in the case of an 
application, proposed to secure the loan.\117\ This address corresponds 
to the property identified on the legal obligation related to the 
covered loan.\118\ The format of the property address submitted by 
financial institutions will include, as applicable, the street address, 
city name, State name, and zip code.\119\ Financial institutions are 
not required to report this data field under current Regulation C. The 
Bureau added the requirement to report property address in the 2015 
HMDA Final Rule to implement the Dodd-Frank Act's amendment to HMDA 
providing for the collection and reporting of, ``as the Bureau may 
determine to be appropriate, the parcel number that corresponds to the 
real property pledged or proposed to be pledged as collateral.'' \120\
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    \117\ 12 CFR 1003.4(a)(9)(i) (effective Jan. 1, 2018).
    \118\ Comment 4(a)(9)(i)-1 (effective Jan. 1, 2018). For 
applications ``the address should correspond to the location of the 
property proposed to secure the loan as identified by the 
applicant.''
    \119\ Comment 4(a)(9)(i)-2 (effective Jan. 1, 2018).
    \120\ 12 U.S.C. 2803(b)(6)(H).
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    For the reasons given below, the Bureau believes that disclosing 
the property address in the loan-level HMDA data released to the public 
would substantially facilitate the re-identification of an applicant or 
borrower and that this risk would not be justified by the benefits of 
the disclosure. Therefore, the Bureau proposes to modify the loan-level 
HMDA dataset made available to the public by excluding the property 
address.
    The address of the property securing the loan would be useful for 
identifying possible discriminatory lending patterns. With the exact 
property address, users could examine these patterns at a finer level 
of detail than that permitted by the census tract or other geographic 
boundaries. More precise geographic identification would also better 
allow public officials to target geographic areas that might benefit 
from public or private sector investment. Users could also better 
determine whether financial institutions are serving the housing needs 
of their communities with information that would enable identification 
of specific neighborhoods and communities smaller than census tracts. 
Finally, the property address would allow users to understand better 
the amount of equity retained in that property over time by tracking 
multiple liens associated with the same dwelling. This information 
would help identify communities with overleveraged properties.
    The Bureau believes that disclosure of the property address itself 
would likely present minimal, if any, risk of harm or sensitivity. 
Property owners' addresses are generally widely publicly 
available.\121\ As explained above, the Bureau considers this public 
availability to reduce the risk of harm and sensitivity from the 
release of this data field. However, the Bureau believes that the 
widespread availability of property addresses creates a significant 
risk of re-identification. The Bureau believes that adversaries could 
easily match the property address contained in the HMDA data to 
identified publicly available property address information. Property 
addresses are publicly available through a number of sources, including 
real estate transaction records, property tax records, reverse phone 
directories, online real estate databases, and online ``people search'' 
Web sites. Because the address disclosed under Regulation C typically 
would be identical to the address contained in these publicly available 
records, an adversary would know that any match was likely to be 
accurate. Therefore, disclosing the property address in the loan-level 
HMDA data would substantially facilitate the re-identification of an 
applicant or borrower. Further, even if disclosing the property address 
would not permit matching, the Bureau believes that the disclosure of 
the property address alone could be used in harmful ways. For example, 
disclosure of property address would allow an applicant or borrower to 
be targeted with marketing for products and services that may pose 
risks that are not apparent.
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    \121\ The Bureau understands that some jurisdictions may allow 
borrowers to prevent their identities from being disclosed in public 
records, and some applicants or borrowers, such as victims of 
domestic violence, may hide their addresses to prevent certain 
individuals from locating them in person or to prevent other 
unwanted intrusions upon the sanctuary or seclusion of their homes.
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    As an alternative to excluding the property address data field from 
the loan-level HMDA data released to the public, the Bureau considered 
releasing property address in a less granular form. For example, the 
Bureau could release geographic information that identifies the 
property securing the loan with less specificity. However, for most 
reportable transactions, Regulation C already requires reporting of 
three additional, less-precise geographic identifiers: (1) State; (2) 
county; and (3) census tract. As discussed above, the Bureau proposes 
to release these data fields without modification. Further, as 
discussed below in part IV.A, the Bureau proposes to identify in the 
public loan-level HMDA data the MSA or MD for each reported record. 
Other geographic identifiers exist with a level of precision between 
census tract and property address to which property addresses could be 
mapped, such as census block and census block group. However, the 
Bureau believes that these identifiers present similar re-
identification risk to property address because they are sufficiently 
precise to

[[Page 44604]]

enable an adversary to match them to publicly available property 
address information. The Bureau believes at this time that, under the 
balancing test, excluding property address is a modification to the 
public loan-level HMDA data that appropriately balances the risks to 
applicant and borrower privacy and the benefits of disclosure. The 
Bureau seeks comment on this proposal.
Age
    The 2015 HMDA Final Rule requires financial institutions to report 
the age of an applicant or borrower.\122\ A financial institution 
complies with this requirement by reporting age, as of the application 
date reported, as the number of whole years derived from the date of 
birth as shown on the application form.\123\ The Bureau added the 
requirement in the 2015 HMDA Final Rule to report age to implement the 
Dodd-Frank Act's amendment to HMDA providing for the collection and 
reporting of age.\124\
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    \122\ 12 CFR 1003.4(a)(10)(ii) (effective Jan. 1, 2018).
    \123\ Comment 4(a)(1)(ii)-1 (effective Jan. 1, 2018).
    \124\ 12 U.S.C. 2803(b)(4).
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    For the reasons given below, the Bureau believes that disclosing 
the applicant or borrower age in the loan-level HMDA data released to 
the public would likely disclose information about the applicant or 
borrower that is not otherwise public and may be harmful or sensitive 
and that this risk would not be justified by the benefits of the 
disclosure. Therefore, the Bureau proposes to modify the loan-level 
HMDA dataset disclosed to the public by binning and top- and bottom-
coding age and by indicating whether the reported value is 62 or 
higher.
    Applicant or borrower age would assist users in identifying 
possible discriminatory lending patterns and enforcing 
antidiscrimination statutes. Age would be useful to evaluate potential 
age discrimination in lending.\125\ Disclosure of applicant or borrower 
age also would assist in identifying whether financial institutions are 
serving the housing needs of their communities, including the needs of 
various age cohorts.
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    \125\ For example, ECOA and Regulation B generally prohibit 
creditors from discriminating against applicants in credit 
transactions on the basis of age. 12 U.S.C. 1691(b)(1); 12 CFR 
1002.4(a).
---------------------------------------------------------------------------

    The Bureau believes that, if the HMDA data were re-identified, 
disclosure of applicant or borrower age would likely reveal information 
about the applicant or borrower that is not otherwise public and may be 
harmful or sensitive. The Bureau believes that, although information 
about an individual's age may be available for purchase under some 
circumstances, birth and similarly reliable records reflecting age 
typically are not available to the general public without barriers to 
access or use restrictions. The Bureau believes that age likely would 
be considered sensitive by many if not most consumers and that 
disclosure of an identified applicant's or borrower's age could lead to 
dignity harm or embarrassment. The Bureau believes that many consumers 
would consider the disclosure of identified age to the general public 
to be outside of societal and cultural expectations. The Bureau also 
believes that identified age could be used to target marketing to 
applicants and borrowers, including marketing for products and services 
that may pose risks that are not apparent, and that the inclusion of 
this data field in the public loan-level HMDA data would increase the 
risk of such uses compared to today. The Bureau notes that in section 
304(h)(3)(A), added by the Dodd-Frank Act, Congress specifically 
identified age as a data field to which a modification under section 
304(h)(1)(E) should apply if the Bureau determines it to be necessary 
to protect the privacy interests of applicants or borrowers.\126\
---------------------------------------------------------------------------

    \126\ 12 U.S.C. 2803(h)(3)(A)(ii).
---------------------------------------------------------------------------

    The Bureau believes that public disclosure in the loan-level HMDA 
dataset of unmodified applicant or borrower age may create some risk of 
facilitating the re-identification of applicants and borrowers in the 
HMDA data, but that this field likely would not substantially 
facilitate re-identification. For example, though information about an 
individual's age may be available for purchase under some 
circumstances, the Bureau believes that an adversary typically would 
face difficulty attempting to re-identify an applicant or borrower in 
the HMDA data by using age to match HMDA records to other identified 
records. An applicant's or borrower's age may be more likely to be 
known than other HMDA data by a person with pre-existing knowledge of a 
specific applicant or borrower, however, and may help such an adversary 
to re-identify a particular applicant or borrower.
    The Bureau believes that the loan-level HMDA data may be modified 
to appropriately reduce the privacy risks created by the public 
disclosure of age while preserving much of the benefits of the data 
field. The Bureau proposes to disclose age binned into the following 
ranges, as applicable: 25 to 34; 35 to 44; 45 to 54; 55 to 64; and 65 
to 74. For example, a reported age of 52 would be shown in the public 
loan-level HMDA data as between 45 and 54. The Bureau also proposes to 
bottom-code age under 25 and to top-code age over 74. For example, a 
reported age of 22 would be shown in the public loan-level HMDA data as 
24 or under. The Bureau proposes the particular intervals described 
above to allow HMDA data users to analyze HMDA data in combination with 
data found in other public data sources, such as U.S. Census Bureau 
data.\127\ Finally, the Bureau proposes to indicate whether a reported 
age is 62 or higher to enhance the utility of the data for identifying 
the particular fair lending risks that may be posed with regard to 
elderly populations. The Bureau recognizes that an effect of this 
indicator would be to divide the 55 to 64 bin into two bins, 55 to 61 
and 62 to 64. The Bureau seeks comment on whether privacy risks created 
by such increased precision are justified by the benefits of disclosure 
in the proposed ranges. Specifically, the Bureau seeks comment on 
whether, instead of binning as proposed and indicating whether a 
reported age is 62 or higher, the Bureau should structure the bins to 
disclose reported ages of 55 to 74 in ranges of 55 to 61 and 62 to 74. 
The Bureau believes at this time that, under the balancing test, the 
proposed modifications to the public loan-level HMDA dataset would 
appropriately balance the risks to applicant and borrower privacy and 
the benefits of disclosure. The Bureau seeks comment on this proposal, 
including the proposal to bin age and the proposed intervals to be used 
for binning.
---------------------------------------------------------------------------

    \127\ See, e.g., U.S. Census Bureau, ``Age and Sex Composition: 
2010,'' at tbl. 2, available at https://www.census.gov/prod/cen2010/briefs/c2010br-03.pdf (disclosing age in five-year intervals, i.e., 
25 to 29, 30 to 34, 35 to 40, etc.).
---------------------------------------------------------------------------

Credit Score
    The 2015 HMDA Final Rule requires financial institutions to report, 
except for purchased covered loans, the credit score or scores relied 
on in making the credit decision and the name and version of the 
scoring model used to generate each credit score.\128\ It also provides 
that, for purposes of this requirement, ``credit score'' has the 
meaning set forth in section 609(f)(2)(A) of the Fair Credit Reporting 
Act (FCRA).\129\ The credit score or scores relied on in making the 
credit decision will be submitted as a numeric field, e.g., 650.\130\ A 
financial institution will submit a code from a specified list to 
indicate the name and version of the

[[Page 44605]]

scoring model used to generate each credit score reported.\131\ The 
Bureau added the requirement in the 2015 HMDA Final Rule to report 
information about the credit score or scores relied on to implement the 
Dodd-Frank Act's amendment to HMDA providing for the collection and 
reporting of ``the credit score of mortgage applicants and mortgagors, 
in such form as the Bureau may prescribe.'' \132\
---------------------------------------------------------------------------

    \128\ 12 CFR 1003.4(a)(15)(i) (effective Jan. 1, 2018).
    \129\ 15 U.S.C. 1681g(f)(2)(A).
    \130\ Supra note 83, at 62-63.
    \131\ Supra note 83, at 63-64.
    \132\ 12 U.S.C. 2803(b)(6)(I).
---------------------------------------------------------------------------

    For the reasons given below, the Bureau believes that disclosing 
the credit score or scores relied on in making the credit decision in 
the loan-level HMDA data released to the public would likely disclose 
information about the applicant or borrower that is not otherwise 
public and may be harmful or sensitive and that this risk would not be 
justified by the benefits of the disclosure. Therefore, the Bureau 
proposes to modify the public loan-level HMDA dataset by excluding the 
credit score or scores relied on in making the credit decision.\133\
---------------------------------------------------------------------------

    \133\ As noted above, the Bureau proposes to disclose without 
modification the reported name and version of the credit score model 
used.
---------------------------------------------------------------------------

    The credit score or scores relied on in making the credit decision 
would assist users in identifying possible discriminatory lending 
patterns and enforcing antidiscrimination statutes. Applicants' credit 
scores generally are considered to be important indicators of 
creditworthiness and are used in mortgage underwriting and pricing 
decisions. Disclosure of the credit score in the public loan-level HMDA 
data would help ensure that users are comparing applicants and 
borrowers with similar credit profiles, thereby controlling for factors 
that might provide a legitimate explanation for disparities in credit 
and pricing decisions. Credit scores would also assist in identifying 
whether financial institutions are serving the housing needs of their 
communities. For example, in order to serve the housing needs of 
particular communities, a financial institution may offer different 
types of loan products in communities with high numbers of borrowers 
with high credit scores than in communities with high numbers of 
borrowers with low credit scores.
    The Bureau believes that, if the HMDA data were re-identified, 
disclosure of the credit score relied on in making the credit decision 
would likely disclose information about the applicant or borrower that 
is not otherwise public and may be harmful or sensitive. A credit score 
is a numerical summary of a consumer's apparent creditworthiness, based 
on the consumer's credit report, and reflects the likelihood relative 
to other consumers that the consumer will default on a credit 
obligation. Identified consumer credit scores and the consumer reports 
upon which they are based are not available to the general public. To 
the extent credit scores based on consumer reports are available for 
commercial purposes, they may be obtained under limited circumstances 
and are subject to restrictions on their use.\134\ The Bureau believes 
that most consumers consider their credit score to be very sensitive 
information. The Bureau believes that public disclosure of an 
applicant's or borrower's identified credit score could lead to dignity 
or reputational harm or embarrassment, and that many consumers would 
consider the disclosure of identified credit scores to the general 
public to be outside of societal and cultural expectations. The Bureau 
also believes that an identified credit score could be used to target 
marketing to applicants and borrowers, including marketing for products 
and services that may pose risks that are not apparent, and that the 
inclusion of this data field in the public loan-level HMDA data would 
increase the risk of such uses compared to today.\135\ The Bureau notes 
that in section 304(h)(3)(A), added by the Dodd-Frank Act, Congress 
specifically identified credit score as a data field to which a 
modification under section 304(h)(1)(E) should apply if the Bureau 
determines it to be necessary to protect the privacy interests of 
applicants or borrowers.\136\
---------------------------------------------------------------------------

    \134\ Credit scores based on consumer credit reports are 
consumer reports for purposes of the Fair Credit Reporting Act 
(FCRA). Accordingly, for example, they may be obtained from a 
consumer reporting agency only for a permissible purpose under the 
statute, such as in connection with an application for credit. See 
12 U.S.C. 1681b(a).
    \135\ For example, a marketer currently may obtain from a 
consumer reporting agency a ``prescreened'' list of consumers 
meeting certain criteria, such as a minimum credit score, only for 
the purpose of making a ``firm offer of credit or insurance.'' 15 
U.S.C. 1681b(c), 1681a(l).
    \136\ 12 U.S.C. 2803(h)(3)(A)(i).
---------------------------------------------------------------------------

    The Bureau has considered the extent to which the age of the loan-
level HMDA data at the time it is disclosed may reduce the risk of harm 
or sensitivity created by the public disclosure of credit score were 
the HMDA data to be re-identified. For example, as noted above, timely 
data are essential for most marketing or advertising efforts, and the 
delay between the date a reported credit score is obtained by the 
financial institutions and public disclosure of the loan-level HMDA 
data on the modified loan/application register ranges from to 3 to 15 
months. An applicant's or borrower's credit score may change enough 
over these time periods to reduce the usefulness of a score disclosed 
in the public HMDA data for marketing purposes. However, the Bureau 
does not believe that the passage of these time periods would reduce 
the risk of sensitivity created by the disclosure of credit score. For 
example, the Bureau does not believe that a borrower would consider the 
disclosure of her identified six-month-old credit score to be much less 
sensitive than disclosure of her current credit score; the potential 
for dignity or reputational harm or embarrassment from a neighbor or 
other acquaintance learning the information remains significant.
    The Bureau believes that disclosure in the loan-level HMDA data of 
the credit score or scores relied on in making the credit decision 
creates minimal risk, if any, of substantially facilitating the re-
identification of applicants and borrowers in the HMDA data. As 
discussed above, credit scores are not included in identified records 
available to the general public. A creditor or marketer may possess 
identified credit score information obtained in connection with, for 
example, an application for credit or a request for a prescreened list, 
but the Bureau does not believe that such information would be useful 
for purposes of re-identifying an applicant or borrower in the loan-
level HMDA data. The variation in credit scoring models and versions, 
along with the likely difference in the dates that a credit score in 
the HMDA data and the credit score information in possession of a 
creditor or marketer were created, would make matching the credit score 
in loan-level HMDA data to such privately held information challenging 
and unreliable. The Bureau believes an adversary would face substantial 
difficulty attempting to re-identify an applicant or borrower by using 
credit score or scores relied on to match HMDA records to other 
identified records.
    The Bureau considered whether modifications to the public loan-
level HMDA dataset other than excluding credit score, such as binning 
or rounding of credit score, would appropriately reduce the privacy 
risks created by the disclosure of credit score in the loan-level data 
while maintaining some utility for HMDA's purposes. However, the Bureau 
believes that these strategies would not appropriately reduce the risk 
of harm or sensitivity and that the gains in data utility that these 
strategies might allow would not

[[Page 44606]]

justify the privacy risk created by the disclosure of the modified 
field. For example, the Bureau believes that, even if it were to 
disclose in the loan-level HMDA data the credit score for a particular 
record as being in one of two or three large bins, this information 
would still create a significant sensitivity risk if the record were 
re-identified. The Bureau believes that the utility to HMDA's purposes 
of such binned credit score information would not justify these risks. 
The Bureau believes at this time that, under the balancing test, 
excluding credit score is a modification to the public loan-level HMDA 
data that appropriately balances the risks to applicant and borrower 
privacy and the benefits of disclosure. The Bureau seeks comment on 
this proposal.
Debt-to-Income Ratio
    The 2015 HMDA Final Rule requires financial institutions to report, 
except for purchased covered loans, the ratio of the applicant's or 
borrower's total monthly debt to the total monthly income relied on in 
making the credit decision (debt-to-income ratio).\137\ The debt-to-
income ratio relied on in making the credit decision will be submitted 
as a percentage.\138\ The Bureau added the requirement in the 2015 HMDA 
Final Rule to report information about the debt-to-income ratio relied 
on using its discretionary authority to require the reporting of ``such 
other information as the Bureau may require'' provided by the Dodd-
Frank Act's amendment to HMDA.\139\
---------------------------------------------------------------------------

    \137\ 12 CFR 1003.4(a)(23) (effective Jan. 1, 2018).
    \138\ Supra note 83, at 36, 38.
    \139\ HMDA section 304(b)(6).
---------------------------------------------------------------------------

    For the reasons given below, the Bureau believes that disclosing 
the debt-to-income ratio relied on in making the credit decision in the 
loan-level HMDA data released to the public would likely disclose 
information about the applicant or borrower that is not otherwise 
public and may be harmful or sensitive and that, for certain debt-to-
income ratio values, this risk would not be justified by the benefits 
of the disclosure. Therefore, the Bureau proposes to modify the loan-
level HMDA dataset by binning and top- and bottom-coding certain debt-
to-income ratio values.
    The debt-to-income ratio relied on in making the credit decision 
would assist users in identifying possible discriminatory lending 
patterns and enforcing antidiscrimination statutes. Applicants' debt-
to-income ratios generally are considered to be important indicators of 
ability to repay and are used in mortgage underwriting decisions and 
some pricing decisions. Disclosure of debt-to-income ratio in the 
public loan-level HMDA data would help ensure that users are comparing 
applicants and borrowers with similar profiles, thereby controlling for 
factors that might provide a legitimate explanation for disparities in 
credit and pricing decisions. Debt-to-income ratio values that are at 
or close to regulatory or program benchmarks are especially critical to 
identifying possible discriminatory lending patterns. These benchmarks 
include, for example, the 43 percent debt-to-income limit for a 
qualified mortgage under Regulation Z \140\ and the debt-to-income 
ratio limits imposed by guarantors and investors.\141\ Disclosure of 
debt-to-income ratio also would assist in identifying whether financial 
institutions are serving the housing needs of their communities. For 
example, in order to serve the housing needs of particular communities, 
financial institutions may offer different types of loan products in 
communities with high numbers of borrowers with high debt-to-income 
ratios than in communities with high numbers of borrowers with low 
debt-to-income ratios.
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    \140\ 12 CFR 1026.43(e)(2)(vi).
    \141\ See, e.g., Fannie Mae, ``B3-6-02: Debt to Income Ratios,'' 
(Aug. 30, 2016), available at https://www.fanniemae.com/content/guide/selling/b3/6/02.html.
---------------------------------------------------------------------------

    The Bureau believes that, if the HMDA data were re-identified, 
disclosure of an applicant's or borrower's debt-to-income ratio relied 
on in making the credit decision would likely disclose information 
about the applicant or borrower that is not otherwise public and may be 
harmful or sensitive. The debt-to-income ratio generally reflects the 
amount of an applicant's or borrower's monthly debt, including the 
payment for the mortgage loan sought or originated, relative to his or 
her monthly income. In addition, when combined with other information 
that the Bureau proposes to publicly disclose in the loan-level HMDA 
data, such as information about the mortgage loan sought or originated 
and applicant or borrower income relied on in making the credit 
decision, disclosure of debt-to-income ratio may permit a user to 
approximate the amount of the applicant's or borrower's monthly debt 
excluding mortgage debt. Information about a consumer's debt is not 
available to the general public without barriers to access and 
restrictions on use. The Bureau believes that most consumers consider 
information about their debt to be sensitive information and that the 
public disclosure of an identified applicant's or borrower's debt-to-
income ratio, especially at higher ratios, could lead to dignity or 
reputational harm or embarrassment. The Bureau also believes that, 
especially with respect to higher or lower debt-to-income ratios, 
identified information about an identified applicant's or borrower's 
debt could be used to target marketing to the applicant or borrower, 
including marketing for products and services that may pose risks that 
are not apparent.
    The Bureau believes that disclosure in the loan-level HMDA data of 
the debt-to-income ratio relied on in making the credit decision 
creates minimal risk, if any, of substantially facilitating the re-
identification of applicants and borrowers in the HMDA data. As 
mentioned above, information about a consumer's debts is not included 
in identified records available to the general public and, to the 
extent such information is available for commercial purposes, it 
generally may be obtained under limited circumstances and is subject to 
restrictions on its use. To the extent that a creditor possessed 
information about an applicant or borrower's debt or debt-to-income 
ratio, the Bureau does not believe that such information would be 
useful for purposes of re-identifying an applicant or borrower in the 
loan-level HMDA data. The variation in methods of calculating debt-to-
income ratio along with changes in the ratio or the amount of debt over 
time would make using debt-to-income ratio in the public loan-level 
HMDA data to match to any privately held debt or debt-to-income ratio 
information challenging and unreliable. The Bureau believes an 
adversary would face substantial difficulty attempting to re-identify 
an applicant or borrower by using debt-to-income ratio or debt amount 
to match HMDA records to other identified records.
    The Bureau believes that disclosing unmodified debt-to-income ratio 
values in the loan-level HMDA data released to the public would create 
risks to applicant and borrower privacy but that, with respect to debt-
to-income values greater than or equal to 40 percent and less than 50 
percent, these risks would be justified by the benefits of disclosure 
to HMDA's purposes. Debt-to-income ratio values in this range are 
generally at or close to regulatory and guarantor and investor program 
benchmarks and are especially critical to identifying possible 
discriminatory lending patterns because they may reveal non-
discriminatory explanations for differential treatment. Accordingly, 
the Bureau proposes to release reported debt-to-income values of 
greater than or

[[Page 44607]]

equal to 40 percent and less than 50 percent without modification.
    With respect to all other debt-to-income ratio values, the Bureau 
believes that the risks to applicant and borrower privacy that would be 
created by the disclosure of the unmodified field likely would not be 
justified by the benefits of the disclosure, but that the loan-level 
HMDA data may be modified to appropriately reduce the privacy risks 
while preserving some of the benefits of the data field. The Bureau 
proposes to bin reported debt-to-income ratio values into the following 
ranges, as applicable: 20 percent to less than 30 percent; 30 percent 
to less than 40 percent; and 50 percent to less than 60 percent. For 
example, a reported debt-to-income ratio of 35 percent would be shown 
in the loan-level HMDA data disclosed to the public as a debt-to-income 
ratio of between 30 percent and less than 40 percent. The Bureau also 
proposes to bottom-code reported debt-to-income ratio values under 20 
percent and to top-code reported debt-to-income ratios of 60 percent or 
higher. For example, a reported debt-to-income ratio of 63 percent 
would be shown in the public loan-level HMDA data as 61 percent or 
higher. The Bureau believes at this time that, under the balancing 
test, these modifications to the public loan-level HMDA data would 
appropriately balance the risks to applicant and borrower privacy and 
the benefits of disclosure.
    The Bureau has considered whether it should disclose debt-to-income 
ratio at or close to 36 percent without modification.\142\ It is the 
Bureau's understanding that, for many financial institutions, debt-to-
income ratio of 36 percent serves as an internal underwriting 
benchmark, so that the ability to identify whether an applicant's debt-
to-income ratio is above or below this value would help users seeking 
to identify possible discriminatory lending patterns to control for 
factors that might provide a legitimate explanation for disparities in 
credit or pricing decisions. The Bureau seeks comment on whether the 
benefits of disclosing more granular information concerning debt-to-
income ratio values at or around 36 percent would justify the risks to 
applicant and borrower privacy such disclosure would likely create and 
how such information should be disclosed.
---------------------------------------------------------------------------

    \142\ For example, debt-to-income values of between 35 percent 
and 40 percent could be disclosed without modification, or the 
Bureau could indicate in the loan-level HMDA data disclosed to the 
public whether the reported debt-to-income ratio is 36 percent or 
higher.
---------------------------------------------------------------------------

    The Bureau seeks comment on this proposal, including both the 
proposal to bin and top- and bottom-code certain debt-to-income values 
and the proposed intervals to be used for binning.
Property Value
    The 2015 HMDA Final Rule requires financial institutions to report 
the value of the property securing the covered loan or, in the case of 
an application, proposed to secure the covered loan.\143\ Financial 
institutions will report the value relied on in making the credit 
decision, such as an appraisal value or the purchase price of the 
property.\144\ The property value will be reported in numeric form 
reflecting the exact dollar amount of the value relied on.\145\ The 
Bureau added the requirement to report the property value relied on in 
the 2015 HMDA Final Rule to implement the Dodd-Frank Act's amendment to 
HMDA providing for the collection and reporting of the value of the 
real property pledged or proposed to be pledged as collateral.\146\
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    \143\ 12 CFR 1003.4(a)(28) (effective Jan. 1, 2018).
    \144\ Id.
    \145\ Supra note 83, at 71.
    \146\ Dodd-Frank Act section 1094(3)(A)(iv), 12 U.S.C. 
2803(b)(6)(A).
---------------------------------------------------------------------------

    For the reasons given below, the Bureau believes that disclosing 
the property value in the loan-level HMDA data released to the public 
would likely substantially facilitate the re-identification of an 
applicant or borrower and that this risk would not be justified by the 
benefits of the disclosure. Therefore, the Bureau proposes to modify 
the loan-level HMDA data by disclosing the midpoint for the $10,000 
interval into which the reported property value falls. For example, for 
a property value of $117,834, the Bureau would disclose $115,000 as the 
midpoint between values equal to $110,000 and less than $120,000.
    The property value data field would be useful for determining 
whether financial institutions are serving the housing needs of their 
communities. Users could better understand the values of properties for 
which financial institutions are (and are not) providing financing to 
consumers in certain communities. The property value, combined with the 
loan amount and combined loan-to-value ratio, can also be used to 
determine whether the property is subject to a second lien. Property 
value would also be beneficial for identifying possible discriminatory 
lending patterns and enforcing antidiscrimination statutes. Combined 
with the loan amount, the property value would allow users to calculate 
a loan-to-value ratio, an important variable in underwriting. The loan-
to-value ratio would help ensure that users who are evaluating 
potential disparities in underwriting outcomes, pricing, or other terms 
and conditions are comparing applicants or borrowers who obtained or 
applied for loans with similar loan-to-value ratios, thereby 
controlling for factors that might provide a legitimate explanation for 
disparities.
    The Bureau believes that disclosing the exact property value would 
likely substantially facilitate the re-identification of an applicant 
or borrower. As with loan amount, property value is a numeric data 
field that will often consist of at least six digits, which increases 
its contribution to the uniqueness of a particular HMDA record. As 
discussed above, many jurisdictions publicly disclose property tax 
records or real estate transaction records in an identified form, such 
as mortgages or deeds of trust. These records contain estimates of 
property value or information that is closely related to property 
value. Although the value of the property reflected in these public 
records generally will not be identical to the property value relied on 
by the financial institution in making the credit decision, the Bureau 
believes that it may be close enough to permit matching. Therefore, in 
many cases, an adversary could use the exact property value, combined 
with other fields, to match a HMDA record to an identified publicly 
available record.
    If the HMDA data were re-identified, the Bureau believes that the 
property value would likely disclose minimal, if any, information about 
an applicant or borrower that may be harmful or sensitive. In some 
cases, the property value may be combined with other information to 
identify borrowers with high levels of equity, which information could 
be used to target borrowers with predatory lending offers. For most 
consumers, however, the Bureau believes that property value would be 
unlikely to be used for targeted marketing of products and services 
that pose risks that may not be apparent. Indeed, the Bureau believes 
that information about borrower equity is already available to many 
marketers and may be calculated or estimated from publicly available 
property tax or real estate transaction records that include loan 
amounts and property values, such as mortgages and real estate sales 
records. Estimates of property value are also available through online 
real estate databases.

[[Page 44608]]

    The Bureau believes that the loan-level HMDA data may be modified 
to appropriately reduce the privacy risks created by the public 
disclosure of the property value while preserving much of the benefits 
of the data field. The Bureau believes that disclosing the midpoint for 
the $10,000 interval into which the reported property value falls 
provides enough precision to allow users to rely on property value to 
achieve HMDA's purposes. For example, $10,000 intervals will provide 
general information about values of properties for which financial 
institutions are providing financing. Such intervals will not allow 
users to calculate an exact loan-to-value ratio, although users may 
still derive an estimated loan-to-value ratio. However, the Bureau 
believes that releasing the combined loan-to-value ratio, as it 
proposes to do, will be more beneficial for fair lending purposes than 
the loan-to-value ratio that users would have calculated from the exact 
loan amount and property value. Disclosing the midpoint for the $10,000 
interval into which the reported property value falls also decreases 
the ability of adversaries to match HMDA data to identified public 
records by reducing the uniqueness of a data field common to both 
datasets. Because the Bureau is also proposing to bin loan amount 
similarly, adversaries will be unable to use the combined loan-to-value 
ratio to reduce the effectiveness of the proposed modification by 
deriving the reported property value. Although such modifications do 
not entirely eliminate the risk of re-identification, the Bureau 
believes that the remaining risk would be justified by the benefits of 
disclosing the property value in $10,000 intervals. Therefore, the 
Bureau believes at this time that, under the balancing test, modifying 
property value as described above appropriately balances the privacy 
risks and disclosure benefits. The Bureau seeks comment on this 
proposal, including both the proposed $10,000 intervals to be used for 
binning and the proposal to disclose the midpoint for each interval.
Nationwide Mortgage Licensing System and Registry Identifier
    The 2015 HMDA Final Rule requires financial institutions to report 
``the unique identifier assigned by the Nationwide Mortgage Licensing 
System and Registry [NMLSR ID] for the mortgage loan originator, as 
defined in Regulation G, 12 CFR 1007.102, or Regulation H, 12 CFR 
1008.23, as applicable.'' \147\ The NMLSR ID will be submitted by 
financial institutions in numeric form, such as 123450.\148\ The Bureau 
added the requirement to report the NMLSR ID in the 2015 HMDA Final 
Rule to implement the Dodd-Frank Act's requirement that financial 
institutions report, ``as the Bureau may determine to be appropriate, a 
unique identifier that identifies the loan originator as set forth in 
section 1503 of the [Secure and Fair Enforcement for] Mortgage 
Licensing Act of 2008.'' \149\
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    \147\ 12 CFR 1003.4(a)(34) (effective Jan. 1, 2018).
    \148\ Supra note 83, at 75.
    \149\ [thinsp]Dodd-Frank Act section 1094(3)(A)(iv), 12 U.S.C. 
2803(b)(6)(F).
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    For the reasons given below, the Bureau believes that disclosing 
the NMLSR ID in the loan-level HMDA data released to the public would 
likely substantially facilitate the re-identification of an applicant 
or borrower and that this risk would not be justified by the benefits 
of the disclosure. Therefore, the Bureau proposes to modify the loan-
level HMDA data by excluding the NMLSR ID.
    The NMLSR ID would be useful for identifying possible 
discriminatory lending patterns and enforcing antidiscrimination 
statutes. The NMLSR ID would allow users to identify individual 
mortgage loan originators with primary responsibility over 
applications, originations, and purchased loans. This information would 
help public officials and members of the public to identify loan 
originators that are engaged in problematic business practices, which 
would provide a greater level of precision for understanding and 
correcting possible discriminatory lending patterns.
    The Bureau believes that disclosing the NMLSR ID would likely 
substantially facilitate the re-identification of an applicant or 
borrower in the HMDA data. The NMLSR ID is required to appear on 
various documents associated with the loan, including the security 
instrument.\150\ As explained above, many jurisdictions publicly 
disclose these real estate transaction records in an identified form. 
Although the NMLSR ID is not unique to an individual HMDA record, it is 
unique to the mortgage loan originator who is unlikely to be associated 
with many loans for which the other HMDA data fields are identical. 
Therefore, in many cases, an adversary could use the NMLSR ID, combined 
with other data fields, to match a HMDA record to an identified public 
record.
---------------------------------------------------------------------------

    \150\ 12 CFR 1026.36(g).
---------------------------------------------------------------------------

    If the HMDA data were re-identified, the Bureau believes that the 
NMLSR ID would likely disclose minimal, if any, information about an 
applicant or borrower that may be harmful or sensitive. The Bureau 
understands that the NMLSR ID may allow users to determine information 
that loan originators may consider sensitive. However, as explained in 
the 2015 HMDA Final Rule, because the Dodd-Frank Act explicitly amended 
HMDA to add a loan originator identifier, while at the same time 
directing the Bureau to modify or require modification of itemized 
information ``for the purpose of protecting the privacy interests of 
the mortgage applicants or mortgagors,'' the Bureau believes it is 
reasonable to interpret HMDA as not requiring modifications of itemized 
information to protect the privacy interests of mortgage loan 
originators, and that that interpretation best effectuates the purposes 
of HMDA.\151\ Rather, under the balancing test, the Bureau evaluates 
the risks to applicant and borrower privacy interests and the benefits 
of public disclosure in light of the statutory purposes. Because the 
NMLSR ID conveys no sensitive information about applicants or 
borrowers, the Bureau believes that disclosure of this data field would 
create minimal, if any, risk of harm or sensitivity under the balancing 
test. However, because the Bureau believes that disclosing the NMLSR ID 
in the loan-level HMDA data released to the public would likely 
substantially facilitate the re-identification of an applicant or 
borrower and that this risk would not be justified by the benefits of 
the disclosure, the Bureau proposes not to disclose in the loan-level 
HMDA data the NMLSR ID.
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    \151\ 80 FR 66128, 66232 (Oct. 28, 2015).
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    The Bureau has considered whether a modification to the public 
loan-level HMDA dataset other than exclusion of the NMLSR ID would 
appropriately reduce the privacy risks created by disclosure while 
maintaining some utility for HMDA's purposes. For example, as with the 
ULI, the Bureau has considered whether it could, in the loan-level HMDA 
data disclosed to the public, replace the NMLSR ID reported to the 
regulators with a different unique number, such as a hashed value. The 
Bureau is unable to identify a feasible modification at this time, 
however. The Bureau believes at this time that, under the balancing 
test, excluding the NMLSR ID is a modification to the public loan-level 
HMDA data that appropriately balances the risks to applicant and 
borrower privacy and the

[[Page 44609]]

benefits of disclosure. The Bureau seeks comment on this proposal.
Automated Underwriting System Result
    The 2015 HMDA Final Rule requires that, except for purchased 
covered loans, financial institutions report ``the name of the 
automated underwriting system used by the financial institution to 
evaluate the application and the result generated by that automated 
underwriting system.'' \152\ The 2015 HMDA Final Rule defines 
``automated underwriting system'' for the purposes of this requirement 
as ``an electronic tool developed by a securitizer, Federal government 
insurer, or Federal government guarantor that provides a result 
regarding the credit risk of the applicant and whether the covered loan 
is eligible to be originated, purchased, insured, or guaranteed by that 
securitizer, Federal government insurer, or Federal government 
guarantor.'' \153\ A financial institution will submit a code from a 
specified list to indicate the result or results generated by the AUS 
or AUSs used.\154\ Up to five AUS names and five AUS results may be 
reported.\155\ The Bureau added these requirements in the 2015 HMDA 
Final Rule using its discretionary authority to require the reporting 
of ``such other information as the Bureau may require'' provided by the 
Dodd-Frank Act's amendment to HMDA.\156\
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    \152\ 12 CFR 1003.4(a)(35)(i) (effective Jan. 1, 2018).
    \153\ 12 CFR 1003.4(a)(35)(ii) (effective Jan. 1, 2018).
    \154\ Supra note 8, at 74-75. AUS result will be reported using 
the following codes: Code 1--Approve/Eligible; Code 2--Approve/
Ineligible; Code 3--Refer/Eligible; Code 4--Refer/Ineligible; Code 
5--Refer with Caution; Code 6--Out of Scope; Code 7--Error; Code 8--
Accept; Code 9--Caution; Code 10--Ineligible; Code 11--Incomplete; 
Code 12--Invalid; Code 13--Refer; Code 14--Eligible; Code 15--Unable 
to Determine; Code 16--Other; Code 17--Not applicable. If the AUS 
result is not listed, the financial institution will submit code 16 
for ``other'' and will report in a free-form text field the name and 
version of the scoring model used.
    \155\ Comment 4(a)(35)-3 (concerning reporting of multiple AUS 
results); supra note 83, at 37-39, 73.
    \156\ HMDA section 304(b)(6).
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    For the reasons given below, the Bureau believes that disclosing in 
the loan-level HMDA data released to the public the AUS result field 
would likely disclose information about the applicant or borrower that 
is not otherwise public and may be harmful or sensitive and that this 
risk would not be justified by the benefits of the disclosure. 
Therefore, the Bureau proposes to modify the public loan-level HMDA 
dataset by excluding the AUS result field.\157\
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    \157\ As discussed above, the Bureau proposes to disclose AUS 
name.
---------------------------------------------------------------------------

    The AUS result would assist users in identifying possible 
discriminatory lending patterns and enforcing antidiscrimination 
statutes. The AUS result would assist in understanding a financial 
institution's underwriting decision-making and would help ensure that 
users are comparing applicants and borrowers with similar profiles, 
thereby controlling for factors that might provide a legitimate 
explanation for disparities in credit and pricing decisions.
    The Bureau believes that, if the HMDA data were re-identified, 
disclosure of AUS result would likely disclose information about the 
applicant or borrower that is not otherwise public and may be harmful 
or sensitive. Applicants' AUS results are not available to the general 
public. An AUS result is based on a complex set of factors used to 
evaluate the credit risk associated with a loan. The traditional 
underwriting process often uses, among other things, loan-to-value 
ratio to evaluate collateral, credit score to evaluate creditworthiness 
and willingness to pay, and debt-to-income ratio to evaluate ability to 
pay. The result from an AUS reflects in a single indicator these and 
other factors used to evaluate the risk of the borrower and the 
eligibility of the loan to be purchased, insured, or guaranteed. The 
Bureau believes that, if a HMDA record were associated with an 
identifiable applicant or borrower, disclosure of a ``negative'' AUS 
result \158\ would reveal information that would likely be perceived as 
reflecting negatively on the applicant or borrower's willingness or 
ability to pay. The Bureau believes that most consumers would consider 
such information sensitive and that disclosure of this information 
could lead to dignity harm or embarrassment. The Bureau believes that 
this field also could be used to target marketing to applicants or 
borrowers, including marketing of products and services that may pose 
risks that are not apparent.
---------------------------------------------------------------------------

    \158\ For example, a ``refer with caution'' result would 
indicate that the loan would need to be manually underwritten.
---------------------------------------------------------------------------

    The Bureau believes that disclosure in the loan-level HMDA data of 
AUS result would create minimal, if any, risk of facilitating the re-
identification of applicants and borrowers in the HMDA data. The Bureau 
believes that AUS results are not included in any public records or 
found in other datasets available to the public and that an adversary 
would face substantial difficulty attempting to re-identify an 
applicant or borrower by using AUS result to match HMDA records to 
other identified records.
    The Bureau has considered whether modifications to the public loan-
level HMDA data other than the exclusion of AUS result would 
appropriately reduce the privacy risks created by the disclosure of the 
AUS result while maintaining some utility for HMDA's purposes. However, 
the Bureau does not believe that AUS result can be modified in a manner 
that appropriately protects privacy and that also preserves utility. 
AUS result is a categorical field, as opposed to a numerical one, and 
thus cannot be binned or rounded. The Bureau believes at this time 
that, under the balancing test, excluding AUS result is a modification 
to the public loan-level HMDA data that appropriately balances the 
risks to applicant and borrower privacy and the benefits of disclosure. 
The Bureau seeks comment on this proposal.
Free-Form Text Fields
    The 2015 HMDA Final Rule requires financial institutions to use 
free-form text fields to report certain data. For example, the 2015 
HMDA Final Rule requires financial institutions to report, except for 
purchased covered loans, the credit score or scores relied on in making 
the credit decision and the name and version of the scoring model used 
to generate each credit score.\159\ A financial institution will submit 
a code from a specified list to indicate the name and version of the 
scoring model used to generate each credit score reported.\160\ If the 
name and version of the scoring model used to generate a credit score 
is not listed, the financial institution will submit the code for 
``other credit scoring model'' and will report in a free-form text 
field the name and version of the scoring model used.\161\ Free-form 
text fields may also be used to report race,\162\ ethnicity,\163\ 
reason for denial,\164\ and AUS system name.\165\ The maximum number of 
characters for the AUS system name free-form text field and for the 
reason for denial free-form text field, including spaces, is 255; the 
maximum number of characters including spaces for all other free-form 
text fields is 100. Free-form text fields used to report race and 
ethnicity will be completed by

[[Page 44610]]

applicants; \166\ all other free-form text fields will be completed by 
the financial institution.
---------------------------------------------------------------------------

    \159\ 12 CFR 1003.4(a)(15)(i) (effective Jan. 1, 2018).
    \160\ Supra note 83, at 33-34, 63-64.
    \161\ Id.
    \162\ 12 CFR 1003.4(a)(10)(i); supra note 83, at 21-31.
    \163\ 12 CFR 1003.4(a)(10)(i); supra note 83, at 17-20.
    \164\ 12 CFR 1003.4(a)(16); supra note 83, at 35-36.
    \165\ 12 CFR 1003.4(a)(35)(i); supra note 83, at 38-40.
    \166\ Appendix B, paragraph 8 (effective Jan. 1, 2018).
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    Free-form text fields will allow the reporting of any information, 
including information that creates risks to applicant and borrower 
privacy. Given the volume of HMDA data reported each year, it will not 
be feasible for the Bureau to review the contents of each free-form 
text field submitted before disclosing the loan-level HMDA data to the 
public. The Bureau believes at this time that, under the balancing 
test, excluding free-form text fields is a modification to the public 
loan-level HMDA data that appropriately balances the risks to applicant 
and borrower privacy and the benefits of disclosure. The Bureau seeks 
comment on this proposal.

IV. Other Considerations Related to Disclosure

A. Additional Data

    Current Regulation C requires financial institutions to report the 
location of the property to which the loan or application relates, by 
MSA or by Metropolitan Division, by State, by county, and by census 
tract, if the institution has a home or branch office in that MSA or 
Metropolitan Division.\167\ To reduce burden on financial institutions, 
the 2015 HMDA Final Rule eliminates from this provision the requirement 
to report the MSA or Metropolitan Division in which the property is 
located.\168\ The Bureau proposes to identify for each loan and 
application subject to this provision the MSA or Metropolitan Division 
in which the property securing or proposed to secure the loan is 
located and to include this information in the loan-level HMDA data 
disclosed to the public so that the utility of these currently 
disclosed data fields are preserved. The Bureau seeks comment on this 
proposal.
---------------------------------------------------------------------------

    \167\ 12 CFR 1003.4(a)(9).
    \168\ 12 CFR 1003.4(a)(9)(ii) (effective Jan. 1, 2018); 80 FR 
66128, 66187 (Oct. 28, 2015).
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    The FFIEC currently includes with the agencies' loan-level release 
the following census and income data: Population (total population in 
tract); Minority Population Percent (percentage of minority population 
to total population for tract, carried to two decimal places); FFIEC 
Median Family Income (FFIEC Median family income in dollars for the 
MSA/MD in which the tract is located (adjusted annually by FFIEC)); 
Tract to MSA/MD Median Family Income Percentage (percentage of tract 
median family income compared to MSA/MD median family income, carried 
to two decimal places); Number of Owner Occupied Units (number of 
dwellings, including individual condominiums, that are lived in by the 
owner); and Number of 1- to 4-Family units (dwellings that are built to 
house fewer than five families).\169\ These data are intended to 
provide additional context to the reported HMDA data. The Bureau 
proposes to continue to include these data in the loan-level HMDA data 
disclosed to the public. The Bureau seeks comment on this proposal.
---------------------------------------------------------------------------

    \169\ For more information concerning these data, including the 
sources of these data, see Federal Financial Institutions 
Examination Council, ``FFIEC Census and Demographic Data,'' https://www.ffiec.gov/censusproducts.htm (last visited Mar. 20, 2017).
---------------------------------------------------------------------------

    The FFIEC also currently includes with the agencies' loan-level 
release an application date indicator reflecting whether the 
application date was before January 1, 2004, on or after January 1, 
2004, or not available. The Bureau believes that this indicator is no 
longer useful to analysis of the HMDA data and proposes to no longer 
include the application date indicator in the loan-level HMDA data 
disclosed to the public. The Bureau seeks comment on this proposal.

B. The Modified LAR and the Agencies' Loan-Level Release

    As discussed above, HMDA requires that financial institutions make 
available to the public, upon request, ``loan application register 
information'' as defined by the Bureau and in the form required under 
regulations prescribed by the Bureau.\170\ This information must be 
made available as early as March 31 following the calendar year for 
which the information was compiled.\171\ In addition to the loan-level 
data made available by each financial institution on its modified loan/
application register, the FFIEC currently makes available in September 
of each year the agencies' loan-level release, which is a loan-level 
dataset containing all reported HMDA data for the preceding calendar 
year.
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    \170\ HMDA section 304(j)(1). This requirement is implemented in 
12 CFR 1003.5(c), which requires that each financial institution 
make available to the public its modified loan/application register, 
sometimes referred to as a ``modified LAR.''
    \171\ HMDA section 304(j)(5).
---------------------------------------------------------------------------

    Under the 2015 HMDA Final Rule, financial institutions will no 
longer be required to provide their modified loan/application registers 
directly to the public and will be required instead to provide a notice 
advising members of the public seeking their data that it may be 
obtained on the Bureau's Web site.\172\ By March 31 following the 
calendar year for which the data was compiled, the Bureau will make 
available on the Bureau's Web site a modified loan/application register 
for each financial institution that timely submits its HMDA data.\173\ 
With respect to data compiled in 2018 or later, this proposed Policy 
Guidance describes the modifications the Bureau proposes to apply to 
each financial institution's modified loan/application register as well 
as to the agencies' loan-level release, with the possible exception of 
modifications to reflect whether the loan amount is above the 
applicable GSE conforming loan limit, which may be released later than 
March 31.\174\
---------------------------------------------------------------------------

    \172\ 12 CFR 1003.5(c) (effective Jan. 1, 2018).
    \173\ With respect to data that is submitted late, the Bureau 
intends to make available a modified loan/application register by 
March 31 whenever possible, or as soon thereafter as is feasible.
    \174\ As noted above, HMDA data is reported by March 1 of the 
year following the calendar year for which the information was 
compiled, leaving the Bureau as little as 30 days to prepare each 
financial institution's modified loan/application register. The 
Bureau is exploring how best to provide the public with information 
concerning whether a loan is above the applicable GSE conforming 
loan limit.
---------------------------------------------------------------------------

C. Aggregate and Disclosure Reports

    HMDA and Regulation C require the FFIEC to make available a 
disclosure statement for each financial institution each year.\175\ The 
statute and regulation also require the FFIEC to compile aggregate data 
by census tract for all financial institutions reporting under HMDA and 
to produce tables indicating aggregate lending patterns for various 
categories of census tracts grouped according to location, age of 
housing stock, income level, and racial characteristics.\176\ The FFIEC 
currently makes these aggregate data products available in September of 
each year reflecting HMDA data reported for the preceding calendar 
year.
---------------------------------------------------------------------------

    \175\ 12 U.S.C. 2803(k); 12 CFR 1003.5(b)(1) (effective Jan. 1, 
2018).
    \176\ 12 U.S.C. 2809(a); 12 CFR 1003.5(f) (effective Jan. 1, 
2018).
---------------------------------------------------------------------------

    The FFIEC, the Bureau, and the other agencies continue to evaluate 
options for making available the disclosure statements and aggregate 
data required by HMDA and the 2015 HMDA Final Rule. The Bureau may also 
consider making available other data products to enhance understanding 
of the HMDA data and otherwise further the goals of the statute.

D. Restricted Access Program

    As indicated in the supplementary information to the 2014 HMDA 
Proposed Rule and the 2015 HMDA Final Rule, the Bureau believes that 
HMDA's public disclosure purposes may be furthered by allowing 
academics

[[Page 44611]]

and industry and community researchers to access the unmodified HMDA 
dataset through a restricted access program, for research purposes. The 
Bureau continues to evaluate whether access to unmodified HMDA data 
should be permitted through such a program, the options for such a 
program, and the risks and costs that may be associated with such a 
program.

V. Regulatory Requirements

    The Bureau concludes that the proposed Policy Guidance on 
Disclosure of Loan-Level HMDA Data is a non-binding general statement 
of policy and/or a rule of agency organization, procedure, or practice 
exempt from notice and comment rulemaking requirements under the 
Administrative Procedure Act pursuant to 5 U.S.C. 553(b). 
Notwithstanding this conclusion, the Bureau invites public comment on 
the proposed Policy Guidance. Because no notice of proposed rulemaking 
is required, the Regulatory Flexibility Act does not require an initial 
or final regulatory flexibility analysis.\177\ The existing information 
collections contained in Regulation C have been approved by the Office 
of Management and Budget (OMB) and assigned OMB control number 3170-
0008. The Bureau has determined that this proposed Policy Guidance does 
not impose any new or revise any existing recordkeeping, reporting, or 
disclosure requirements on covered entities or members of the public 
that would be collections of information requiring OMB approval under 
the Paperwork Reduction Act, 44 U.S.C. 3501, et seq. The Bureau has a 
continuing interest in the public's opinions regarding this 
determination. At any time, comments regarding this determination may 
be sent to the Consumer Financial Protection Bureau (Attention: PRA 
Office), 1700 G Street NW., Washington, DC 20552, or by email to 
[email protected].
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    \177\ 5 U.S.C. 603(a), 604(a).
---------------------------------------------------------------------------

VI. Proposed Policy Guidance on Disclosure of Loan-Level HMDA Data

    The text of the proposed Policy Guidance is as follows:

Policy Guidance on Disclosure of Loan-Level HMDA Data

A. Background

    The Home Mortgage Disclosure Act (HMDA), 12 U.S.C. 2801 et seq., 
requires certain financial institutions to collect, report, and 
disclose data about their mortgage lending activity. HMDA is 
implemented by Regulation C, 12 CFR part 1003. HMDA identifies its 
purposes as providing the public and public officials with sufficient 
information to enable them to determine whether financial institutions 
are serving the housing needs of the communities in which they are 
located, and to assist public officials in their determination of the 
distribution of public sector investments in a manner designed to 
improve the private investment environment.\178\ In 1989, the Board of 
Governors of the Federal Reserve System (Board) recognized a third HMDA 
purpose of identifying possible discriminatory lending patterns and 
enforcing antidiscrimination statutes, which now appears with HMDA's 
other purposes in Regulation C.\179\
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    \178\ 12 U.S.C. 2801(b).
    \179\ 54 FR 51356, 51357 (Dec. 15, 1989) (codified at 12 CFR 
1003.1(b)(1)) (Bureau's post-Dodd-Frank Act Regulation C).
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    In 2010, Congress enacted the Dodd-Frank Wall Street Reform and 
Consumer Protection Act (Dodd-Frank Act).\180\ Among other changes, the 
Dodd-Frank Act expanded the scope of information relating to mortgage 
applications and loans that must be collected, reported, and disclosed 
under HMDA and authorized the Bureau to require financial institutions 
to collect, report, and disclose additional information. The Dodd-Frank 
Act amendments to HMDA also added new section 304(h)(1)(E), which 
directs the Bureau to develop regulations, in consultation with the 
agencies identified in section 304(h)(2),\181\ that ``modify or require 
modification of itemized information, for the purpose of protecting the 
privacy interests of the mortgage applicants or mortgagors, that is or 
will be available to the public.'' Section 304(h)(3)(B), also added by 
the Dodd-Frank Act, directs the Bureau to ``prescribe standards for any 
modification under paragraph (1)(E) to effectuate the purposes of 
[HMDA], in light of the privacy interests of mortgage applicants or 
mortgagors. Where necessary to protect the privacy interests of 
mortgage applicants or mortgagors, the Bureau shall provide for the 
disclosure of information . . . in aggregate or other reasonably 
modified form, in order to effectuate the purposes of [HMDA].'' \182\
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    \180\ Dodd-Frank Wall Street Reform and Consumer Protection Act, 
Public Law 111-203, 124 Stat. 1376, 1980, 2035-38, 2097-101 (2010).
    \181\ These agencies are the prudential regulators--the Board of 
Governors of the Federal Reserve System, the Federal Deposit 
Insurance Corporation, the National Credit Union Administration, and 
the Office of the Comptroller of the Currency--and the Department of 
Housing and Urban Development. Together with the Bureau, these 
agencies are referred to herein as ``the agencies.''
    \182\ Section 304(h)(3)(A) provides that a modification under 
section 304(h)(1)(E) shall apply to information concerning ``(i) 
credit score data . . . in a manner that is consistent with the 
purpose described in paragraph (1)(E); and (ii) age or any other 
category of data described in paragraph (5) or (6) of subsection 
(b), as the Bureau determines to be necessary to satisfy the purpose 
described in paragraph (1)(E), and in a manner consistent with that 
purpose.''
---------------------------------------------------------------------------

    On October 28, 2015, the Bureau published a final rule amending 
Regulation C (2015 HMDA Final Rule) to implement the Dodd-Frank Act 
amendments and make other changes.\183\ Most provisions of the 2015 
HMDA Final Rule go into effect on January 1, 2018,\184\ and apply to 
data financial institutions will collect beginning in 2018 and will 
report beginning in 2019.
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    \183\ 80 FR 66128 (Oct. 28, 2015); see also 80 FR 69567 (Nov. 
10, 2015) (making technical corrections).
    \184\ Certain amendments to the definition of financial 
institution went into effect on January 1, 2017. See 12 CFR 1003.2 
(effective Jan. 1, 2017); 80 FR 66128, 66308 (Oct. 28, 2015).
---------------------------------------------------------------------------

B. The Balancing Test

    In the 2015 HMDA Final Rule, in consultation with the agencies and 
after notice and comment, the Bureau interpreted HMDA, as amended by 
the Dodd-Frank Act, to require that the Bureau use a balancing test to 
determine whether and how HMDA data should be modified prior to its 
disclosure to the public in order to protect applicant and borrower 
privacy while also fulfilling HMDA's public disclosure purposes. The 
Bureau interpreted HMDA to require that public HMDA data be modified 
when the release of the unmodified data creates risks to applicant and 
borrower privacy interests that are not justified by the benefits of 
such release to the public in light of the statutory purposes. In such 
circumstances, the need to protect the privacy interests of mortgage 
applicants or mortgagors requires that the itemized information be 
modified. This binding interpretation implemented HMDA sections 
304(h)(1)(E) and 304(h)(3)(B) because it prescribed standards for 
requiring modification of itemized information, for the purpose of 
protecting the privacy interests of mortgage applicants and borrowers, 
that is or will be available to the public.\185\
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    \185\ 80 FR 66128, 66134 (Oct. 28, 2015).
---------------------------------------------------------------------------

    The Bureau has applied the balancing test to determine whether and 
how to modify the HMDA data reported under the 2015 HMDA Final Rule 
before it is disclosed on the loan level to the public. This Policy 
Guidance describes the loan-level HMDA data that the Bureau intends to 
make available to the public beginning in 2019, with respect to data 
compiled by financial institutions in or after 2018, including 
modifications that

[[Page 44612]]

the Bureau intends to apply to the data. The Bureau intends to continue 
to monitor developments affecting the application of the balancing test 
to the HMDA data and may reconsider whether and how to modify the HMDA 
data, based on the application of the balancing test, in order to 
ensure the appropriate protection of applicant and borrower privacy in 
light of HMDA's purposes. This Policy Guidance is non-binding in part 
because flexibility to revise the modifications to be applied to the 
public loan-level HMDA data is necessary to maintain a proper balancing 
of the privacy risks and benefits of disclosure.

C. Loan-Level HMDA Data To Be Disclosed to the Public

    The Bureau intends to publicly disclose loan-level HMDA data 
reported pursuant to the 2015 HMDA Rule as follows:
    1. Except as provided in paragraphs 2 through 6 below, the Bureau 
intends to disclose all data as reported, without modification.
    2. The Bureau intends to exclude the following from the public 
loan-level HMDA data:
    a. Universal loan identifier, collected pursuant to 12 CFR 
1003.4(a)(1)(i);
    b. The date the application was received or the date shown on the 
application form, collected pursuant to 12 CFR 1003.4(a)(1)(ii);
    c. The date of action taken by the financial institution on a 
covered loan or application, collected pursuant to 12 CFR 
1003.4(a)(8)(ii);
    d. The address of the property securing the loan or, in the case of 
an application, proposed to secure the loan, collected pursuant to 12 
CFR 1003.4(a)(9)(i);
    e. The credit score or scores relied on in making the credit 
decision, collected pursuant to 12 CFR 1003.4(a)(15)(i);
    f. The unique identifier assigned by the Nationwide Mortgage 
Licensing System and Registry for the mortgage loan originator, as 
defined in Regulation G, 12 CFR 1007.102, or Regulation H, 12 CFR 
1008.23, as applicable, collected pursuant to 12 CFR 1003.4(a)(34);
    g. The result generated by the automated underwriting system used 
by the financial institution to evaluate the application, collected 
pursuant to 12 CFR 1003.4(a)(35)(i); and
    h. Free-form text fields used to report the following data: 
Applicant or borrower race, collected pursuant to 12 CFR 
1003.4(a)(10)(i); applicant or borrower ethnicity, collected pursuant 
to 12 CFR 1003.4(a)(10)(i); name and version of the credit scoring 
model used to generate each credit score or credit scores relied on in 
making the credit decision, collected pursuant to 12 CFR 
1003.4(a)(15)(i); the principal reason or reasons the financial 
institution denied the application, if applicable, collected pursuant 
to 12 CFR 1003.4(a)(16); and automated underwriting system name, 
collected pursuant to 12 CFR 1003.4(a)(35)(i).
    3. With respect to the amount of the covered loan or the amount 
applied for, collected pursuant to 12 CFR 1003.4(a)(7), the Bureau 
intends to:
    a. Disclose the midpoint for the $10,000 interval into which the 
reported value falls, e.g., for a reported value of $117,834, disclose 
$115,000 as the midpoint between values equal to $110,000 and less than 
$120,000; and
    b. Indicate whether the reported value exceeds the applicable 
dollar amount limitation on the original principal obligation in effect 
at the time of application or origination as provided under 12 U.S.C. 
1717(b)(2) and 12 U.S.C. 1454(a)(2).
    4. With respect to the age of an applicant or borrower, collected 
pursuant to 12 CFR 1003.4(a)(10)(ii), the Bureau intends to:
    a. Bin reported values into the following ranges, as applicable: 25 
to 34; 35 to 44; 45 to 54; 55 to 64; and 65 to 74;
    b. Bottom-code reported values under 25;
    c. Top-code reported values over 74; and
    d. Indicate whether the reported value is 62 or higher.
    5. With respect to the ratio of the applicant's or borrower's total 
monthly debt to the total monthly income relied on in making the credit 
decision, collected pursuant to 12 CFR 1003.4(a)(23), the Bureau 
intends to:
    a. Bin reported values into the following ranges, as applicable: 20 
percent to less than 30 percent; 30 percent to less than 40 percent; 
and 50 percent to less than 60 percent;
    b. Bottom-code reported values under 20 percent;
    c. Top-code reported values of 60 percent or higher; and
    d. Disclose, without modification, reported values greater than or 
equal to 40 percent and less than 50 percent.
    6. With respect to the value of the property securing the covered 
loan or, in the case of an application, proposed to secure the covered 
loan, collected pursuant to 12 CFR 1003.4(a)(28), the Bureau intends to 
disclose the midpoint for the $10,000 interval into which the reported 
value falls, e.g., for a reported value of $117,834, disclose $115,000 
as the midpoint between values equal to $110,000 and less than 
$120,000.

    Dated: September 8, 2017.
Richard Cordray,
Director, Bureau of Consumer Financial Protection.
[FR Doc. 2017-20409 Filed 9-22-17; 8:45 am]
 BILLING CODE 4810-AM-P



                                                    44586                               Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                                                                                                          TABLE 1—HOURLY BURDEN
                                                                                                                                                                                                                                       Estimated
                                                                                                                       Estimated time                    Estimated             Estimated annual                Rate                     annual
                                                        IC No.                            Item                          for response                       annual                   burden                     ($/hr)                 respondent
                                                                                                                            (hour)                       responses                                                                    cost burden

                                                                                                                                 (a)                         (b)                 (c) = (a) × (b)                 (d)                  (e) = (c) × (d)

                                                    1 .................   PTRC Metric Worksheet                       0.50 (30 minutes)                                352                    176                      $31.46             $5,53611.96

                                                          Total ....      ........................................   ..............................                    352                    176    ..............................           5,536.96



                                                      Estimated Total Annual Non-Hour                                          intends to apply to the loan-level                            numbers or Social Security numbers,
                                                    Respondent Cost Burden: $0. There are                                      HMDA data that financial institutions                         should not be included. Comments will
                                                    no filing fees, capital start-up,                                          will report under the Home Mortgage                           not be edited to remove any identifying
                                                    maintenance, operation, or postage costs                                   Disclosure (Regulation C) before the                          or contact information.
                                                    associated with this collection.                                           data is disclosed to the public. The                          FOR FURTHER INFORMATION CONTACT:
                                                                                                                               proposed policy guidance applies to                           David Jacobs, Counsel, or Laura Stack,
                                                    IV. Request for Comments
                                                                                                                               HMDA data to be reported under                                Senior Counsel, Office of Regulations, at
                                                      Comments submitted in response to                                        Regulation C effective January 1, 2018.                       202–435–7700 or https://
                                                    this notice will be summarized or                                          The Bureau will make this data                                reginquiries.consumerfinance.gov/.
                                                    included in the request for OMB                                            available to the public beginning in                          SUPPLEMENTARY INFORMATION:
                                                    approval of this information collection.                                   2019.
                                                    They also will become a matter of                                                                                                        I. Summary
                                                                                                                               DATES:  Comments must be received on
                                                    public record.                                                                                                                              The Home Mortgage Disclosure Act
                                                                                                                               or before November 24, 2017.
                                                      Comments are invited on:                                                                                                               (HMDA) requires certain financial
                                                      (a) Whether the proposed collection of                                   ADDRESSES: You may submit comments,
                                                                                                                                                                                             institutions to collect, report, and
                                                    information is necessary for the proper                                    identified by Docket No. CFPB–2017–                           disclose data about their mortgage
                                                    performance of the functions of the                                        0025, by any of the following methods:                        lending activity on an ongoing basis to
                                                    agency, including whether the                                                • Email: FederalRegisterComments@                           both Federal regulators and the general
                                                    information shall have practical utility;                                  cfpb.gov. Include Docket No. CFPB–                            public. The home mortgage market is
                                                      (b) The accuracy of the agency’s                                         2017–0025 in the subject line of the                          the country’s single largest market for
                                                    estimate of the burden (including hours                                    email.                                                        consumer financial products and
                                                    and cost) of the proposed collection of                                      • Federal eRulemaking Portal: http://                       services, with $10 trillion outstanding.1
                                                    information;                                                               www.regulations.gov. Follow the                               It is a critical source of wealth-building
                                                      (c) Ways to enhance the quality,                                         instructions for submitting comments.                         for both individual families and
                                                    utility, and clarity of the information to                                   • Mail: Monica Jackson, Office of the                       communities, and has a substantial
                                                    be collected, and;                                                         Executive Secretary, Consumer                                 impact on the nation’s economy as
                                                      (d) Ways to minimize the burden of                                       Financial Protection Bureau, 1700 G                           evidenced by its role in triggering in
                                                    the collection of information on                                           Street NW., Washington, DC 20552.                             2008, the worst financial crisis since the
                                                    respondents, e.g., the use of automated                                      • Hand Delivery/Courier: Monica                             Great Depression. As of 2015, 48 million
                                                    collection techniques or other forms of                                    Jackson, Office of the Executive                              consumers had a mortgage, representing
                                                    information technology.                                                    Secretary, Consumer Financial                                 65 percent of all owner-occupied
                                                                                                                               Protection Bureau, 1700 G Street NW.,                         homes.2
                                                    Marcie Lovett,                                                             Washington, DC 20552.                                            HMDA is implemented by Regulation
                                                    Records and Information Governance                                           Instructions: All submissions should                        C, which describes its purposes as
                                                    Division Director, OCTO, United States Patent                              include the agency name and docket                            helping to determine whether financial
                                                    and Trademark Office.                                                      number or Regulatory Information                              institutions are serving the housing
                                                    [FR Doc. 2017–20369 Filed 9–22–17; 8:45 am]                                Number (RIN). Because paper mail in                           needs of their communities; assisting
                                                    BILLING CODE 3510–16–P                                                     the Washington, DC area and at the                            public officials in distributing public-
                                                                                                                               Bureau is subject to delay, commenters                        sector investment so as to attract private
                                                                                                                               are encouraged to submit comments                             investment to areas where it is needed;
                                                    BUREAU OF CONSUMER FINANCIAL                                               electronically. In general, all comments                      and assisting in identifying possible
                                                    PROTECTION                                                                 received will be posted without change                        discriminatory lending patterns and
                                                                                                                               to http://www.regulations.gov. In                             enforcing antidiscrimination statutes.
                                                    [Docket No. CFPB–2017–0025]                                                addition, comments will be available for                      As described further below, public
                                                                                                                               public inspection and copying at 1700                         disclosure of HMDA data is central to
                                                    Disclosure of Loan-Level HMDA Data
                                                                                                                               G Street NW., Washington, DC 20552,
                                                    AGENCY:  Bureau of Consumer Financial                                      on official business days between the                           1 Federal Reserve Bank of St. Louis, Board of
asabaliauskas on DSKBBXCHB2PROD with NOTICES




                                                    Protection.                                                                hours of 10 a.m. and 5:00 p.m. Eastern                        Governors of the Federal Reserve System (US),
                                                                                                                               Time. You can make an appointment to                          ‘‘Mortgage Debt Outstanding by Type of Property:
                                                    ACTION: Notice of proposed policy                                                                                                        One- to Four-Family Residences (MDOTP1T4FR),’’
                                                    guidance with request for public                                           inspect the documents by telephoning                          https://fred.stlouisfed.org/series/MDOTP1T4FR (last
                                                    comment.                                                                   202–435–7275.                                                 updated June 9, 2017).
                                                                                                                                 All comments, including attachments                           2 U.S. Census Bureau, ‘‘Selected Housing

                                                    SUMMARY:  The Bureau of Consumer                                           and other supporting materials, will                          Characteristics: 2011–2015 American Community
                                                                                                                                                                                             Survey 5-Year Characteristics,’’ https://
                                                    Financial Protection (Bureau) is                                           become part of the public record and                          factfinder.census.gov/faces/tableservices/jsf/pages/
                                                    proposing policy guidance that would                                       subject to public disclosure. Sensitive                       productview.xhtml?src=bkmk (last visited Aug. 31,
                                                    describe modifications that the Bureau                                     personal information, such as account                         2017).



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                                                                              Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices                                                   44587

                                                    the achievement of the statutory goals                  originator; and the result generated by               public loan-level HMDA data as
                                                    established by Congress.                                the automated underwriting system                     necessary to maintain a proper
                                                       In 2010, Congress enacted the Dodd-                  used by the financial institution to                  balancing of the privacy risks and
                                                    Frank Wall Street Reform and Consumer                   evaluate the application. The Bureau                  benefits of disclosure, especially in the
                                                    Protection Act (Dodd-Frank Act), which                  also intends to exclude free-form text                event the Bureau becomes aware of new
                                                    amended HMDA to require collection of                   fields used to report the following data:             facts and circumstances that might
                                                    additional mortgage market data and                     Applicant or borrower race; applicant or              contribute to privacy risks. However,
                                                    transferred HMDA rulemaking authority                   borrower ethnicity; the name and                      the Bureau invites public comment on
                                                    and other functions from the Board of                   version of the credit scoring model used              the proposed Policy Guidance to
                                                    Governors of the Federal Reserve                        to generate each credit score or credit               provide transparency, obtain public
                                                    System (Board) to the Bureau. On                        scores relied on in making the credit                 feedback on its application of the
                                                    October 28, 2015, the Bureau published                  decision; the principal reason or reasons             balancing test, and improve the
                                                    a final rule amending Regulation C                      the financial institution denied the                  Bureau’s decisionmaking. This proposal
                                                    (2015 HMDA Final Rule) to implement                     application, if applicable; and the                   does not re-open any portion of the 2015
                                                    the Dodd-Frank Act amendments. In the                   automated underwriting system name.                   HMDA Final Rule, and the Bureau does
                                                    2015 HMDA Final Rule, the Bureau                           Second, the Bureau proposes to                     not intend in this proposal to revisit any
                                                    interpreted HMDA, as amended by the                     modify the public loan-level HMDA                     decisions made in that rulemaking.
                                                    Dodd-Frank Act, to require that the                     data to reduce the precision of most of
                                                    Bureau use a balancing test to determine                the values reported for the following                 II. Background
                                                    whether and how HMDA data should be                     data fields. With respect to the amount               A. HMDA’s Purposes and the Public
                                                    modified prior to its disclosure to the                 of the covered loan or the amount                     Disclosure of HMDA Data
                                                    public in order to protect applicant and                applied for, the Bureau proposes to
                                                    borrower privacy while also fulfilling                  disclose the midpoint for the $10,000                   The Home Mortgage Disclosure Act
                                                    HMDA’s public disclosure purposes.                      interval into which the reported value                (HMDA), 12 U.S.C. 2801 et seq., requires
                                                    The Bureau interpreted HMDA to                          falls. The Bureau also proposes to                    certain financial institutions to collect,
                                                    require that public HMDA data be                        indicate whether the reported value                   report, and disclose data about their
                                                    modified when the release of the                        exceeds the applicable dollar amount                  mortgage lending activity on an ongoing
                                                    unmodified data creates risks to                        limitation on the original principal                  basis to both Federal regulators and the
                                                    applicant and borrower privacy interests                obligation in effect at the time of                   general public. HMDA is implemented
                                                    that are not justified by the benefits of               application or origination as provided                by Regulation C, 12 CFR part 1003.
                                                    such release to the public in light of the              under 12 U.S.C. 1717(b)(2) and 12                     HMDA identifies its purposes as
                                                    statutory purposes.                                     U.S.C. 1454(a)(2). With respect to the                providing the public and public officials
                                                       This proposed Policy Guidance                        age of an applicant or borrower, the                  with sufficient information to enable
                                                    describes the Bureau’s application of the               Bureau proposes to bin reported values                them to determine whether financial
                                                    balancing test to date and the loan-level               into the following ranges, as applicable:             institutions are serving the housing
                                                    HMDA data that it proposes to make                      25 to 34, 35 to 44, 45 to 54, 55 to 64,               needs of the communities in which they
                                                    available to the public beginning in                    and 65 to 74; bottom-code reported                    are located, and to assist public officials
                                                    2019, with respect to data compiled by                  values under 25; top-code reported                    in their determination of the
                                                    financial institutions in or after 2018,                values over 74; and indicate whether the              distribution of public sector investments
                                                    including modifications that the Bureau                 reported value is 62 or higher. With                  in a manner designed to improve the
                                                    intends to apply to the data. In                        respect to the ratio of the applicant’s or            private investment environment.3 In
                                                    developing this guidance, the Bureau                    borrower’s total monthly debt to the                  1989, Congress expanded HMDA to
                                                    has consulted with the prudential                       total monthly income relied on in                     require, among other things, financial
                                                    regulators—Board, the Federal Deposit                   making the credit decision, the Bureau                institutions to report racial
                                                    Insurance Corporation, the National                     proposes to disclose without                          characteristics, gender, and income
                                                    Credit Union Administration, and the                    modification reported values greater                  information on applicants and
                                                    Office of the Comptroller of the                        than or equal to 40 percent and less than             borrowers.4 In light of these
                                                    Currency—the Department of Housing                      50 percent; bin reported values into the              amendments, the Board subsequently
                                                    and Urban Development, and the                          following ranges, as applicable: 20                   recognized a third HMDA purpose of
                                                    Federal Housing Finance Agency. The                     percent to less than 30 percent; 30                   identifying possible discriminatory
                                                    Bureau proposes to publicly disclose the                percent to less than 40 percent; and 50               lending patterns and enforcing
                                                    loan-level HMDA data reported under                     percent to less than 60 percent; bottom-              antidiscrimination statutes, which now
                                                    the 2015 HMDA Final Rule with the                       code reported values under 20 percent;                appears with HMDA’s other purposes in
                                                    following modifications. First, the                     and top-code reported values of 60                    Regulation C.5
                                                    Bureau proposes to modify the public                    percent or higher. With respect to the                  Public disclosure of HMDA data is
                                                    loan-level HMDA data to exclude: The                    value of the property securing the                    central to the achievement of HMDA’s
                                                    universal loan identifier; the date the                 covered loan or, in the case of an                    goals. Since HMDA’s enactment in
                                                    application was received or the date                    application, proposed to secure the                   1975, the data financial institutions are
                                                    shown on the application form; the date                 covered loan, the Bureau proposes to                  required to disclose under HMDA and
                                                    of action taken by the financial                        disclose the midpoint for the $10,000                 Regulation C have been expanded,
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                                                    institution on a covered loan or                        interval into which the reported value                public access to HMDA data has
                                                    application; the address of the property                falls.                                                increased, and the formats in which
                                                    securing the loan or, in the case of an                    This proposed Policy Guidance is
                                                    application, proposed to secure the                     exempt from notice and comment                          3 12 U.S.C. 2801(b).
                                                    loan; the credit score or scores relied on              rulemaking requirements under the                       4 Financial Institutions Reform, Recovery, and
                                                    in making the credit decision; the                      Administrative Procedure Act pursuant                 Enforcement Act, Public Law 101–73, section 1211,
                                                                                                                                                                  103 Stat. 183, 524–26 (1989).
                                                    unique identifier assigned by the                       to 5 U.S.C. 553(b). It is non-binding in                5 54 FR 51356, 51357 (Dec. 15, 1989) (codified at
                                                    Nationwide Mortgage Licensing System                    part to preserve flexibility to revise the            12 CFR 1003.1(b)(1)) (Bureau’s post-Dodd-Frank Act
                                                    and Registry for the mortgage loan                      modifications to be applied to the                    Regulation C).



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                                                    44588                     Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                    HMDA data have been disclosed to the                    disclose to the public.11 In addition to              interest of any applicant, and identified
                                                    public have evolved to provide more                     requiring that financial institutions                 as appropriate for deletion the same
                                                    useful information to the public and                    disclose data concerning the race, sex,               three fields the FFIEC had determined
                                                    public officials. Amendments to the                     and income of applicants and                          should be deleted from the loan-level
                                                    statute and Regulation C over time                      borrowers, the 1989 amendments                        HMDA data it disclosed to the public.16
                                                    illustrate the importance of public                     required that institutions disclose data              A House Report characterizes the 1992
                                                    access to HMDA data to fulfill the                      on loan applications in addition to                   amendment to HMDA as making
                                                    statute’s purposes.                                     originations and purchases. In                        ‘‘changes . . . to ensure that the public
                                                                                                            implementing these amendments in                      receives useful and timely information
                                                       As originally promulgated, HMDA                      Regulation C, the Board required
                                                    and Regulation C required a covered                                                                           regarding the lending records of
                                                                                                            financial institutions to report HMDA                 financial institutions.’’ 17 The Board
                                                    financial institution to make available to              data to their supervisory agencies on a
                                                    the public at its home and branch                                                                             implemented this amendment by
                                                                                                            loan-by-loan and application-by-                      requiring that financial institutions
                                                    offices a ‘‘disclosure statement’’                      application basis using the ‘‘loan/
                                                    reflecting aggregates of certain mortgage                                                                     make their ‘‘modified’’ loan/application
                                                                                                            application register’’ format.12                      registers available to the public after
                                                    loan data.6 In 1980, Congress amended                   Commenters on the Board’s proposal to
                                                                                                                                                                  deleting the same fields deleted from
                                                    HMDA to increase the public’s access to                 amend Regulation C to implement the
                                                                                                                                                                  the loan-level HMDA data disclosed by
                                                    and the utility of the aggregated HMDA                  1989 amendments urged the Board to
                                                                                                                                                                  the FFIEC.18
                                                    data. First, Congress amended HMDA                      require that financial institutions make
                                                    section 304 to require that the Federal                 their loan/application registers available               Today, HMDA data are the
                                                    Financial Institutions Examination                      to the public to provide for more                     preeminent data source that regulators,
                                                    Council (FFIEC) implement a system to                   meaningful analysis of the data than                  researchers, economists, industry, and
                                                    facilitate public access to the data                    that permitted by the required aggregate              advocates use to achieve HMDA’s
                                                    required to be disclosed under the                      disclosures.13 The Board declined to                  purposes and to analyze the mortgage
                                                    statute, and provided that such system                  require that financial institutions make              market. HMDA and current Regulation
                                                    must include arrangements for a                         available to the public their loan/                   C 19 continue to require that data be
                                                    ‘‘central depository of data’’ in each                  application registers, but in 1990 the                made available to the public in both
                                                    standard metropolitan statistical area                  FFIEC announced that it believed public               aggregate and loan-level formats. Each
                                                    (MSA).7 In amending Regulation C to                     disclosure of the reported loan-level                 financial institution is required to make
                                                                                                            HMDA data to be ‘‘consistent with the                 its modified loan/application register
                                                    implement this requirement, the Board
                                                                                                            congressional intent to maximize the                  available to the public, with three fields
                                                    noted that ‘‘the principal benefit of the
                                                                                                            utilization of lending data’’ and that it             deleted to protect applicant and
                                                    central repository system is that users of
                                                                                                            would make all reported HMDA data                     borrower privacy,20 and also make
                                                    HMDA data will be able to obtain all of                 available to the public in a loan-level
                                                    the various institutions’ disclosure                                                                          available to the public a disclosure
                                                                                                            format, after deleting three fields to                statement prepared by the FFIEC that
                                                    statements at one location. The current                 protect applicant and borrower
                                                    system requires users to contact the                                                                          shows the financial institution’s HMDA
                                                                                                            privacy.14 The FFIEC first disclosed the              data in aggregate form.21 In addition, the
                                                    institutions on an individual basis to                  reported loan-level HMDA data to the
                                                    obtain the disclosure data.8 Second, the                                                                      FFIEC makes available to the public
                                                                                                            public in October 1991.                               disclosure statements for each financial
                                                    1980 HMDA amendments required that                         The following year, Congress
                                                    the FFIEC compile annually for each                                                                           institution,22 aggregate reports for each
                                                                                                            amended HMDA to require that each
                                                    MSA aggregate data by census tract for                  financial institution make available to               MSA and metropolitan division (MD)
                                                    all financial institutions required to                  the public its ‘‘loan application register            showing lending patterns by certain
                                                    disclose data under HMDA, and                           information’’ for each year as early as               property and applicant characteristics,23
                                                    produce tables indicating, for each                     March 31 of the succeeding year, as                   and the loan-level dataset containing all
                                                    MSA, aggregate lending patterns for                     required under regulations prescribed                 reported HMDA data for the preceding
                                                    various categories of census tracts                     by the Board.15 New section 304(j)                    calendar year, modified to protect
                                                    grouped according to location, age of                   directed the Board to require such
                                                                                                                                                                    16 HMDA section 304(j) identifies as appropriate
                                                    housing stock, income level, and racial                 deletions from the loan application
                                                                                                                                                                  for deletion ‘‘the applicant’s name and
                                                    characteristics.9 A principal benefit                   register information made available to                identification number, the date of the application,
                                                    cited to support these requirements was                 the public as the Board determined to be              and the date of any determination by the institution
                                                    that the utility of individual                          appropriate to protect any privacy                    with respect to such application.’’
                                                                                                                                                                    17 H. Rept. 102–760 (1992).
                                                    institutions’ disclosure statements                       11 Financial Institutions Reform, Recovery and        18 See 12 CFR 1003.5(c) (Bureau’s successor
                                                    ‘‘would be enhanced if they could be                    Enforcement Act, Public Law 101–73, section 1211,     Regulation C, which restates the Board’s
                                                    compared to aggregate [MSA] lending                     103 Stat. 183 (1989).                                 predecessor Regulation C). Section 1003.5(c)
                                                    patterns.’’ 10                                            12 12 CFR 203.4, 203.5; see also 54 FR 51356,       requires that, before making its loan/application
                                                                                                            51359–60 (Dec. 15, 1989).                             register available to the public, a financial
                                                       In 1989, as noted above, Congress                      13 54 FR 51356, 51360–61 (Dec. 15, 1989).           institution must delete three fields to protect
                                                    amended HMDA to expand the data                           14 55 FR 27886, 27888 (July 6, 1990). In            applicant and borrower privacy: Application or
                                                                                                                                                                  loan number, the date that the application was
                                                    financial institutions were required to                 announcing that the loan-level data submitted to
                                                                                                                                                                  received, and the date action was taken.
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                                                                                                            the supervisory agencies on the loan/application        19 Home Mortgage Disclosure Act (HMDA), 12
                                                      6 12
                                                                                                            register would be made available to the public, the
                                                           CFR part 203.                                    FFIEC noted that ‘‘[a]n unedited form of the data     U.S.C. 2801 et seq., as implemented by Regulation
                                                      7 Housing  and Community Development Act,             would contain information that could be used to       C, 12 CFR part 1003. ‘‘Current Regulation C’’ as
                                                    Public Law 96–399, section 340, 94 Stat. 1614           identify individual loan applicants’’ and that the    used herein refers to Regulation C in effect as of the
                                                    (1980).                                                 data would be edited prior to public release to       date of publication of this proposed Policy
                                                      8 46 FR 11780, 11786 (Feb. 10, 1981).
                                                                                                            remove the application identification number, the     Guidance.
                                                      9 Housing and Community Development Act,                                                                      20 HMDA section 304(j)(2)(B); 12 CFR 1003.5(c).
                                                                                                            date of application, and the date of final action.
                                                                                                                                                                    21 HMDA section 304(k); 12 CFR 1003.5(b).
                                                    Public Law 96–399, section 34010, § 340, 94 Stat.         15 Housing and Community Development Act,
                                                    1614 (1980).                                            Public Law 102–550, section 932, 106 Stat. 3672         22 HMDA section 304(f); 12 CFR 1003.5(f).
                                                      10 46 FR 11780, 11786 (Feb. 10, 1981).                (1992).                                                 23 HMDA section 310; 12 CFR 1003.5(f).




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                                                                                Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices                                                         44589

                                                    applicant and borrower privacy (the                       amendments and to make additional                      for easier adjustment of privacy
                                                    agencies’ loan-level release).24                          changes.28 After careful consideration of              protections applied to disclosures of
                                                                                                              comments received on its proposal, the                 loan-level HMDA data as privacy risks
                                                    B. The Dodd-Frank Act and
                                                                                                              Bureau published a final rule on                       and potential uses of HMDA data
                                                    Amendments to HMDA and
                                                                                                              October 28, 2015 (2015 HMDA Final                      evolve.
                                                    Regulation C                                                                                                        Also in the 2015 HMDA Final Rule,
                                                                                                              Rule) amending Regulation C.29 The
                                                       In 2010, the Dodd-Frank Act, which                     2015 HMDA Final Rule implements the                    in consultation with the agencies and
                                                    amended HMDA and also transferred                         Dodd-Frank Act amendments and                          after notice and comment, the Bureau
                                                    HMDA rulemaking authority and other                       makes other changes to Regulation C.                   interpreted HMDA, as amended by the
                                                    functions from the Board to the Bureau,                   Most provisions of the 2015 HMDA                       Dodd-Frank Act, to require that the
                                                    was enacted into law.25 Among other                       Final Rule go into effect on January 1,                Bureau use a balancing test to determine
                                                    changes, the Dodd-Frank Act again                         2018 30 and apply to data financial                    whether and how HMDA data should be
                                                    expanded the scope of information                         institutions will collect beginning in                 modified prior to its disclosure to the
                                                    relating to mortgage applications and                     2018 and will report beginning in                      public in order to protect applicant and
                                                    loans that must be collected, reported,                   2019.31                                                borrower privacy while also fulfilling
                                                    and disclosed under HMDA and                                 The 2015 HMDA Final Rule                            HMDA’s public disclosure purposes.
                                                    authorized the Bureau to require                          addressed the public disclosure of                     The Bureau interpreted HMDA to
                                                    financial institutions to collect, report,                HMDA data in two ways. First, the 2015                 require that public HMDA data be
                                                    and disclose additional information.                      HMDA Final Rule made changes to                        modified when the release of the
                                                    The Dodd-Frank Act amendments to                          financial institutions’ public disclosure              unmodified data creates risks to
                                                    HMDA also added new section                               obligations under Regulation C. Under                  applicant and borrower privacy interests
                                                    304(h)(1)(E), which directs the Bureau                    the 2015 HMDA Final Rule, the public                   that are not justified by the benefits of
                                                    to develop regulations, in consultation                   disclosure of HMDA data is shifted                     such release to the public in light of the
                                                    with the agencies identified in section                   entirely to the agencies. Effective with               statutory purposes.32 In such
                                                    304(h)(2),26 that ‘‘modify or require                     respect to HMDA data compiled in 2017                  circumstances, the need to protect the
                                                    modification of itemized information,                     and later, financial institutions will no              privacy interests of mortgage applicants
                                                    for the purpose of protecting the privacy                 longer be required to provide their                    or mortgagors requires that the itemized
                                                    interests of the mortgage applicants or                   modified loan/application registers and                information be modified. This binding
                                                    mortgagors, that is or will be available                  disclosure statements directly to the                  interpretation implemented HMDA
                                                    to the public.’’ Section 304(h)(3)(B), also               public and will be required instead to                 sections 304(h)(1)(E) and 304(h)(3)(B)
                                                    added by the Dodd-Frank Act, directs                      provide only a notice advising members                 because it prescribed standards for
                                                    the Bureau to ‘‘prescribe standards for                   of the public seeking their data that it               requiring modification of itemized
                                                    any modification under paragraph (1)(E)                   may be obtained on the Bureau’s Web                    information, for the purpose of
                                                    to effectuate the purposes of [HMDA], in                  site. In addition to reducing burden on                protecting the privacy interests of
                                                    light of the privacy interests of mortgage                financial institutions associated with                 mortgage applicants and borrowers, that
                                                    applicants or mortgagors. Where                           their disclosure of HMDA data, the 2015                is or will be available to the public.33
                                                    necessary to protect the privacy                          HMDA Final Rule eliminates risks to                    The 2015 HMDA Final Rule’s
                                                    interests of mortgage applicants or                       financial institutions associated with                 interpretation of HMDA section
                                                    mortgagors, the Bureau shall provide for                  errors in preparing their modified loan/               304(h)(1)(E) and 304(h)(3)(B) to require
                                                    the disclosure of information . . . in                    application registers that could result in             a balancing test is a regulation that
                                                    aggregate or other reasonably modified                    the unintended disclosure of data.                     limits the Bureau’s discretion with
                                                    form, in order to effectuate the purposes                 Further, the 2015 HMDA Final Rule                      respect to public release of HMDA data.
                                                    of [HMDA].’’ 27                                           allows decisions with respect to what to               The standards impose binding
                                                       On August 29, 2014, the Bureau                         include on the modified loan/                          obligations on the Bureau to evaluate
                                                    published proposed amendments to                          application register to be made in                     the HMDA data, individually and in
                                                    Regulation C (2014 HMDA Proposed                          conjunction with decisions regarding                   combination, to assess whether and how
                                                    Rule) to implement the Dodd-Frank Act                     the agencies’ loan-level data release,                 HMDA data should be modified prior to
                                                                                                              providing flexibility and allowing for                 its disclosure to the public in order to
                                                      24 55 FR 27886 (July 6, 1990) (announcing that the
                                                                                                              consistency with respect to both                       protect applicant and borrower privacy
                                                    loan-level HMDA data submitted on the loan/
                                                    application register would be made available to the
                                                                                                              releases. This shift of responsibility also            while also fulfilling HMDA’s public
                                                    public after deletion of three fields to protect          permits the Bureau to consider                         disclosure purposes. The standards for
                                                    applicant and borrower privacy).                          modifications to protect applicant and                 modification of itemized information
                                                      25 Dodd Frank Wall Street Reform and Consumer
                                                                                                              borrower privacy that preserve data                    that is or will be available to the public
                                                    Protection Act, Public Law 111–203, 124 Stat. 1376,
                                                    1980, 2035–38, 2097–101 (2010).
                                                                                                              utility but that may be burdensome for                 apply to all data reported under the
                                                      26 These agencies are the prudential regulators—        financial institutions to implement.                   2015 HMDA Final Rule.34
                                                    the Board of Governors of the Federal Reserve             Finally, shifting the disclosure of                       Part III of this proposed Policy
                                                    System, the Federal Deposit Insurance Corporation,        HMDA data to the agencies will allow                   Guidance describes the Bureau’s
                                                    the National Credit Union Administration, and the                                                                application of the balancing test to date
                                                    Office of the Comptroller of the Currency—and the
                                                    Department of Housing and Urban Development.
                                                                                                                28 79  FR 51732 (Aug. 29, 2014).                     and its proposals concerning the public
                                                    Together with the Bureau, these agencies are
                                                                                                                29 Home   Mortgage Disclosure (Regulation C), 80     disclosure of the loan-level HMDA data
                                                                                                              FR 66128 (Oct. 28, 2015); see also 80 FR 69567
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                                                    referred to herein as ‘‘the agencies.’’                                                                          that will be reported to the agencies
                                                      27 Section 304(h)(3)(A) provides that a                 (Nov. 10, 2015) (making technical corrections).
                                                                                                                 30 Certain amendments to the definition of
                                                                                                                                                                     pursuant to Regulation C as amended by
                                                    modification under section 304(h)(1)(E) shall apply
                                                    to information concerning ‘‘(i) credit score data . . .   financial institution went into effect on January 1,
                                                                                                                                                                       32 80    FR 66128, 66134 (Oct. 28, 2015).
                                                    in a manner that is consistent with the purpose           2017. See 12 CFR 1003.2; 80 FR 66128, 66308 (Oct.
                                                    described in paragraph (1)(E); and (ii) age or any        28, 2015).                                               33 Id.

                                                    other category of data described in paragraph (5) or         31 Beginning in 2018, with respect to data             34 Id. at 66133, 66252 (noting that the Bureau’s

                                                    (6) of subsection (b), as the Bureau determines to        compiled in 2017 and later, financial institutions     application of the balancing test would include data
                                                    be necessary to satisfy the purpose described in          will file their HMDA data with the Bureau. The         fields currently disclosed on the modified loan/
                                                    paragraph (1)(E), and in a manner consistent with         Bureau will collect and process HMDA data on           application register and in the agencies’ loan-level
                                                    that purpose.’’                                           behalf of the FFIEC and the agencies.                  release).



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                                                    44590                     Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                    the 2015 HMDA Final Rule.35 Part IV of                  dataset creates risks to applicant and                the loan-level HMDA dataset to be
                                                    this proposed Policy Guidance                           borrower privacy interests only where at              modified before it is disclosed to the
                                                    addresses other considerations related                  least one data field or a combination of              public to reduce risks to applicant and
                                                    to the disclosure of HMDA data,                         data fields in the dataset substantially              borrower privacy created by disclosure
                                                    including the disclosure of aggregate                   facilitates the identification of an                  and appropriately balance them with
                                                    HMDA data.36                                            applicant or borrower, and at least one               the benefits of disclosure for HMDA’s
                                                                                                            data field or combination of data fields              purposes. The Bureau proposes to
                                                    III. Application of the Balancing Test
                                                                                                            discloses information about the                       modify the public loan-level dataset as
                                                    A. The Balancing Test                                   applicant or borrower that is not                     described in this proposed Policy
                                                      As noted above, in the 2015 HMDA                      otherwise public and may be harmful or                Guidance.38 The Bureau believes that
                                                    Final Rule, the Bureau interpreted                      sensitive. At the individual data field               the modifications to the loan-level
                                                    HMDA to require that public HMDA                        level, a field may create ‘‘re-                       HMDA dataset proposed in this Policy
                                                    data be modified when the disclosure of                 identification risk’’ by substantially                Guidance would reduce risks to
                                                    the unmodified data creates risks to                    facilitating the identification of an                 applicant and borrower privacy and
                                                    applicant and borrower privacy interests                applicant or borrower in the HMDA data                appropriately balance them with the
                                                    that are not justified by the benefits of               (for example, as discussed below,                     benefits of disclosure for HMDA’s
                                                    such disclosure to the public in light of               because it may be used to match a                     purposes. The Bureau seeks comment
                                                    the statutory purposes. Considering the                 HMDA record to an identified record),                 on all aspects of this proposed Policy
                                                    public disclosure of the loan-level                     or may create ‘‘risk of harm or                       Guidance, including its analysis of risks
                                                    HMDA dataset as a whole, risks to                       sensitivity’’ by disclosing information               to applicant and borrower privacy, its
                                                    applicant and borrower privacy interests                about the applicant or borrower that is               application of the balancing test, and its
                                                    arise under the balancing test only                     not otherwise public and may be                       proposed modifications.
                                                    where the disclosure of the unmodified                  harmful or sensitive. Assessing the risks               This part III.A describes the benefits
                                                    loan-level HMDA dataset may both                        to applicant and borrower privacy under               of public disclosure of the data that will
                                                    substantially facilitate the identification             the balancing test requires an evaluation             be reported under the 2015 HMDA Final
                                                    of an applicant or borrower in the data                 of the unmodified HMDA dataset as a                   Rule, the risks to applicant and
                                                    and disclose information about the                      whole and of the individual data fields               borrower privacy that may be created by
                                                    applicant or borrower that is not                       contained in the dataset.                             the public disclosure of the unmodified
                                                    otherwise public and may be harmful or                     Where the public disclosure of the                 HMDA data that the Bureau has
                                                    sensitive.37 Thus, under the balancing                  unmodified loan-level HMDA dataset                    considered, and the Bureau’s approach
                                                    test, risks to applicant and borrower                   would create risks to applicant and                   to balancing these benefits and risks.
                                                    privacy interests would not arise if a                  borrower privacy, the balancing test                  Part III.B describes the application of
                                                    loan-level dataset substantially                        requires that the Bureau consider the                 the balancing test to the data that will
                                                    facilitated the identification of                       benefits of disclosure to HMDA’s                      be reported under the 2015 HMDA Final
                                                    applicants and borrowers in the data but                purposes and, where these benefits do                 Rule and the Bureau’s proposed
                                                    revealed no information about                           not justify the privacy risks the                     modifications to the loan-level HMDA
                                                    applicants and borrowers that was                       disclosure would create, modify the                   data that will be disclosed to the public.
                                                    harmful or sensitive and not otherwise                  dataset to appropriately balance the
                                                                                                                                                                  Disclosure Benefits
                                                    public. Alternatively, risks to applicant               privacy risks and disclosure benefits.
                                                                                                            An individual data field is a candidate                 Under the balancing test, the Bureau
                                                    and borrower privacy interests would                                                                          considers the benefits of disclosure of
                                                    not arise under the balancing test if a                 for potential modification under the
                                                                                                            balancing test if its disclosure in                   the loan-level HMDA data to the public.
                                                    loan-level dataset contained harmful or                                                                       As described above, HMDA has a long
                                                    sensitive information about applicants                  unmodified form would create a risk of
                                                                                                            re-identification or a risk of harm or                history of providing the public with
                                                    and borrowers that was not otherwise                                                                          information about mortgage lending
                                                    public but it was not possible to identify              sensitivity.
                                                                                                               As discussed further below, with                   activity, and Congress has repeatedly
                                                    an applicant or borrower in the dataset.                                                                      amended the statute to increase the
                                                      Accordingly, under the balancing test,                respect to the HMDA data that will be
                                                                                                            reported to the agencies under the 2015               scope and utility of the data disclosed
                                                    the disclosure of the loan-level HMDA
                                                                                                            HMDA Final Rule and based on its                      to the public. Users of HMDA data have
                                                      35 The Bureau received some comments on the           analysis to date, the Bureau believes                 relied on this information to help
                                                    2014 HMDA Proposed Rule suggesting that                 that public disclosure of the unmodified              achieve HMDA’s purposes: Helping to
                                                    disclosure of certain HMDA data fields could reveal     loan-level dataset, as a whole, would                 determine whether financial institutions
                                                    confidential business information and that such         create risks to applicant and borrower                are serving the housing needs of their
                                                    data fields should not be disclosed to the public in                                                          communities; assisting public officials
                                                    order to protect such information. The Bureau notes     privacy interests under the HMDA
                                                    that HMDA requires modification of the HMDA             balancing test. This is due to the                    in distributing public-sector investment
                                                    data to protect the privacy interests of applicants     presence in the dataset of individual                 so as to attract private investment to
                                                    and borrowers without mentioning the protection of      data fields that the Bureau believes                  areas where it is needed; and assisting
                                                    confidential business information. Although the
                                                    balancing test adopted in the 2015 HMDA Final           would create re-identification risk and               in identifying possible discriminatory
                                                    Rule addresses risks to applicant and borrower          the presence of individual data fields                lending patterns and enforcing
                                                    privacy created by the disclosure of HMDA data,         that the Bureau believes are not                      antidiscrimination statutes. Today,
                                                    the modifications resulting from its application may
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                                                                                                            currently public and would create a risk
                                                    mitigate some of the confidentiality concerns raised
                                                    by commenters.                                          of harm or sensitivity. The Bureau thus                 38 With respect to data compiled in 2018 or later,

                                                                                                            has applied the balancing test to                     this proposed Policy Guidance describes the
                                                      36 As discussed above and also below in part IV.C,
                                                                                                                                                                  modifications the Bureau proposes to apply to the
                                                    HMDA and Regulation C require the FFIEC to make         determine whether and how it should                   agencies’ loan-level release and to each financial
                                                    available to the public certain aggregated data. The    modify the HMDA data that will be                     institution’s modified loan/application register. The
                                                    FFIEC, the Bureau, and the other agencies continue      reported under the 2015 HMDA Final                    terms ‘‘loan-level dataset’’ and ‘‘loan-level data’’
                                                    to evaluate options for disclosure of the required                                                            used herein refer to HMDA data disclosed on the
                                                    aggregates of data that will be reported under the      Rule before it is disclosed to the public.            loan level, whether the data are those submitted by
                                                    2015 HMDA Final Rule.                                   Based on its analysis, the Bureau                     an individual financial institution or by all
                                                      37 80 FR 66128, 66134 (Oct. 28, 2015).                believes that the balancing test requires             reporting financial institutions.



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                                                                               Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices                                                          44591

                                                    HMDA data are the preeminent data                       the Department of Housing and Urban                       played an important role in recent
                                                    source that regulators, researchers,                    Development used HMDA data to                             enforcement actions by the Illinois and
                                                    economists, industry, and advocates                     develop the formula by which funding                      New York Attorneys General related to
                                                    rely on to achieve HMDA’s purposes                      would be provided to communities                          discriminatory mortgage lending.49 The
                                                    and to analyze the mortgage market.39                   suffering from foreclosures and                           Bureau and other regulators regularly
                                                       Community groups, researchers, and                   abandonment under the Neighborhood                        rely on HMDA data in fair lending
                                                    public officials have used HMDA data to                 Stabilization Program.44                                  analyses, including in identifying
                                                    help determine whether financial                          HMDA data have also been used by                        possible discriminatory practices such
                                                    institutions are serving the housing                    public officials, researchers, and                        as illegal redlining.50
                                                    needs of their communities. For                         community groups to identify                                 In enacting the Dodd-Frank Act in
                                                    example, HMDA data have enabled                         potentially discriminatory lending                        2010, Congress expanded the data
                                                    community groups to understand the                      patterns and to enforce                                   financial institutions are required to
                                                    magnitude of disinvestment within                       antidiscrimination statutes. For                          collect, report, and disclose under
                                                    minority neighborhoods.40 Public                        example, researchers, journalists, and                    HMDA and authorized the Bureau to
                                                    officials have relied on HMDA data to                   public officials relied on HMDA data                      require additional information. The
                                                    compare the lending activity of financial               along with other publicly available data                  Bureau’s 2015 HMDA Final Rule
                                                    institutions to the credit needs of                     to identify racial disparities in mortgage                amended Regulation C to implement the
                                                    communities and to examine whether                      lending between neighborhoods in                          Dodd-Frank Act amendments and
                                                    minority communities were                               Atlanta, Detroit, and Boston.45 Since                     address the informational shortcomings
                                                    disproportionately affected by                          Congress amended HMDA to require                          exposed by the financial crisis to better
                                                    foreclosures following the financial                    reporting of the race, gender, and                        meet the needs of the public, public
                                                    crisis.41 Further, community groups                     income of individual applicants and                       officials, and regulators. Although the
                                                    relied on HMDA data to document the                     borrowers,46 the expanded HMDA data                       2015 HMDA Final Rule did not address
                                                    rise in subprime lending among                          have been used to identify potential                      the specific data fields that would be
                                                    minority communities in the years                       discriminatory lending practices.47                       disclosed to the public in the loan-level
                                                    before the financial crisis.42                          Community groups have used the data                       HMDA data, the rule required the
                                                       Public officials also have used HMDA                 to monitor fair lending within their                      collection and reporting of a number of
                                                    data to develop and allocate housing                    communities and enter into agreements                     data fields which, if publicly disclosed,
                                                    and community development                               with financial institutions to ensure that                would improve the ability of HMDA
                                                    investments. For example, local                         the local needs were being served in a                    data users to fulfill HMDA’s purposes.
                                                    governments have used HMDA data to                      responsible manner.48 HMDA data also                         For example, mandatory reporting of
                                                    characterize neighborhoods for purposes                                                                           information about the reasons for denial
                                                    of determining the most effective use of                family/documents/ConsolidatedWorkforceHousing             of a loan application, combined with
                                                                                                            Plan20082012final.pdf; City of Antioch, Cal.,             data fields used to make underwriting
                                                    housing grants, to select financial                     ‘‘Fiscal Year 2012–2013: Consolidated Annual
                                                    institutions for contracts and                          Performance Evaluation Report,’’ at 29 (2012),
                                                                                                                                                                      decisions, would improve the ability to
                                                    participation in local programs, and to                 available at http://ci.antioch.ca.us/CitySvcs/            understand lenders’ decision-making
                                                    identify a need for homebuyer                           CDBGdocs/CAPER%20FY%2012-13.pdf; City of                  and to identify possible discriminatory
                                                                                                            Lawrence, Mass., ‘‘HUD Consolidated Plan 2010–            lending patterns in underwriting.
                                                    counseling and education.43 Similarly,                  2015,’’ at 68 (2010), available at http://
                                                                                                            www.cityoflawrence.com/Data/Sites/1/documents/            Pricing information, such as rate spread
                                                       39 For more information about the history and        cd/Lawrence_Consolidated_Plan_Final.pdf.                  for additional types of loans, total loan
                                                    benefits of HMDA, see the supplementary                    44 See U.S. Dep’t of Housing and Urban Dev.,           costs, total discount points, lender
                                                    information to the Bureau’s 2014 HMDA Proposed          ‘‘Neighborhood Stabilization Program Formula              credits, and interest rate, would allow
                                                    Rule, 79 FR 51732, 51735–36 (Aug. 29, 2014), and        Methodology’’ (2008), available at https://
                                                                                                            www.huduser.gov/portal/datasets/NSP.html.
                                                                                                                                                                      users to better understand pricing
                                                    the Bureau’s 2015 HMDA Final Rule, 80 FR 66128,
                                                    66129–31 (Oct. 28, 2015).                                  45 Bill Dedman, ‘‘The Color of Money,’’ (parts 1–      decisions and the cost of credit to
                                                       40 See John Goering and Ron Wienk, ‘‘Mortgage        4), Atlanta Journal-Const., May 1–4, 1988; David          mortgage borrowers. Information about
                                                    Lending, Racial Discrimination and Federal              Everett et al., ‘‘The Race for Money,’’ (parts 1–4),      manufactured housing and multifamily
                                                                                                            Detroit Free Press, July 24–27, 1988; Bill Dedman,
                                                    Policy,’’ at 10 (Urban Inst. Press 1996).
                                                                                                            ‘‘Blacks Turned Down for Home Loans from S&Ls
                                                                                                                                                                      financing would allow users to better
                                                       41 Robert B. Avery & Thomas M. Buynak,
                                                                                                            Twice as Often as Whites,’’ Atlanta Journal-Const.,       understand important sources of
                                                    ‘‘Economic Review—Mortgage Redlining: Some
                                                    New Evidence,’’ at 18–32 (Fed. Reserve Bank of
                                                                                                            Jan. 22, 1989; Katharine Bradbury et al.,                 housing for low-income and potentially
                                                                                                            ‘‘Geographic Patterns of Mortgage Lending in              financially vulnerable borrowers, which
                                                    Cleveland, Working Paper No. 0013–0281, 1981),          Boston, 1982–1987,’’ New Eng. Econ. Rev., (1989).
                                                    available at https://fraser.stlouisfed.org/scribd/      These reports and studies helped motivate Congress        helps users determine whether financial
                                                    ?item_id=4183&filepath=/files/docs/publications/        to amend HMDA to improve publicly available               institutions are serving the housing
                                                    frbclevreview/rev_frbclev_198102.pdf; Carolina Reid
                                                    and Elizabeth Laderman, ‘‘The Untold Costs of
                                                                                                            information about lending practices through the           needs of their communities and helps
                                                                                                            Financial Institutions Reform, Recovery, and              public officials target public investment
                                                    Subprime Lending: Examining the Links Among             Enforcement Act of 1989.
                                                    Higher-Priced Lending, Foreclosures and Race in            46 Federal Institutions Reform, Recovery, and
                                                    California’’ (Fed. Reserve Bank of S.F., Working        Enforcement Act, Public Law 101–73, section 1211,
                                                                                                                                                                         49 Yana Kunichoff, ‘‘Lisa Madigan credits
                                                    Paper No. 2009–09, 2009), available at https://         § 304, 103 Stat. 183, 524–26 (1989).                      Reporter with initiating largest discriminatory
                                                    iasp.brandeis.edu/pdfs/Author/reid-carolina/               47 For example, researchers have found evidence        lending settlements in U.S. history,’’ Chicago Rep.
                                                    The%20Untold%20Costs%20of%20Subprime                    that, in many cases, an applicant’s race alone            (June 14, 2013), available at http://
                                                    %20Lending%203.pdf.                                     influenced whether the applicant was denied               www.chicagonow.com/chicago-muckrakers/2013/
                                                       42 ‘‘Home Mortgage Disclosure Act: Newly                                                                       06/lisa-madigan-credits-reporter-with-initiating-
                                                                                                            credit. See, e.g., Alicia H. Munnell et al., ‘‘Mortgage
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                                                    Collected Data and What It Means,’’ Hearing on the      Lending in Boston: Interpreting the HMDA Data,’’          largest-discriminatory-lending-settlements-in-u-s-
                                                    2004 Home Mortgage Disclosure Act before the            at 22 (Am. Econ. Rev., Fed. Reserve Bank of Boston        history/; Press Release, N.Y. State Off. of the Att’y
                                                    Subcomm. on Fin. Servs. and Consumer Credit of          Working Paper 92–7 (1992); James H. Carr & Isaac          Gen., ‘‘Attorney General Cuomo Obtains
                                                    the H. Comm. on Fin. Servs., 109th Cong. 4 (2006)       F. Megbolugbe, ‘‘The Federal Reserve Bank of              Approximately $1 Million For Victims Of
                                                    (written testimony of Calvin Bradford, President,       Boston: Study on Mortgage Lending Revisited,’’ 4 J.       Greenpoint’s Discriminatory Lending Practices’’
                                                    Calvin Bradford Assocs., Ltd., on behalf of the Nat’l   of Hous. Res. 2, at 277 (1993).                           (July 16, 2008), available at http://www.ag.ny.gov/
                                                    Fair Hous. Alliance).                                      48 See Adam Rust, ‘‘A Principle-Based Redesign         press-release/attorney-general-cuomo-obtains-
                                                       43 See City of Albuquerque, Dep’t of Family and      of HMDA and CRA Data in Revisiting the                    approximately-1-million-victims-greenpoints.
                                                    Comty. Hous., ‘‘Five Year Consolidated Housing          Community Reinvestment Act: Perspectives on the              50 Although certain regulators have access to the

                                                    Plan and Workforce Housing Plan (2008–2012),’’ at       Future of the Community Reinvestment Act,’’ at 179        non-public HMDA data, their analyses also rely
                                                    100 (2008), available at http://www.cabq.gov/           (Fed. Reserve Banks of Bos. and S.F. 2009).               heavily on data fields that are publicly disclosed.



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                                                    44592                     Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                    to better attract private investment.                   mortgage lending process gives them a                 which applicants and borrowers could
                                                    Information about the ages of applicants                significant information advantage over                be identified in the dataset, the nature
                                                    or borrowers and disaggregated racial                   borrowers, researchers, and other                     and availability of additional datasets
                                                    and ethnic information would assist in                  members of the public. This advantage                 that may be useful to the re-
                                                    identifying potentially discriminatory                  can contribute to certain types of lender             identification of HMDA data, and the
                                                    lending patterns and help determine                     behavior, such as discrimination or                   incentives and capabilities of persons
                                                    whether financial institutions are                      predatory lending, that conflict with the             interested in re-identification. The
                                                    serving the housing needs of their                      best interests of borrowers and the                   Bureau uses the term ‘‘adversary’’ when
                                                    communities. Data fields about                          housing needs of communities. The                     referring to such persons.51 The term is
                                                    occupancy status and home-equity lines                  relative difference in information may                not intended to indicate that the
                                                    of credit provide information about                     also lead to herding behavior where                   adversary’s motives are necessarily
                                                    potentially speculative purchases of                    both lenders and consumers pursue                     malicious or adverse to the interests of
                                                    housing and the degrees of leverage                     risky mortgage loans based primarily on               the individuals in the dataset.
                                                    borrowers are undertaking. This                         the popularity of these products,                        In the HMDA context, the Bureau is
                                                    information would better allow users to                 creating substantial systemic risk to the             concerned about two re-identification
                                                    identify trends in the mortgage market                  mortgage market and the financial                     scenarios. First, an adversary may use
                                                    that may increase systemic risk to the                  system. Publicly available mortgage data              common data fields to match a HMDA
                                                    overall economy. Understanding these                    increase transparency in the mortgage                 record to a record in another dataset that
                                                    risks helps public officials distribute                 market, narrowing the information gap                 contains the identity of the applicant or
                                                    public-sector investment and helps                      between lenders and borrowers,                        borrower. Second, an individual may
                                                    users determine whether financial                       community groups, and public officials.               rely on pre-existing personal knowledge
                                                    institutions are serving the housing                    Greater information can enable these                  to recognize an applicant or borrower’s
                                                    needs of their communities.                             latter parties to advocate for financial              record in the unmodified HMDA data.
                                                       Today, HMDA data represent a public                  institutions to maintain fair practices                  Under the first scenario, it may be
                                                    good that responds to the fact that                     and serve the housing needs of their                  possible to match a HMDA record to a
                                                    private lenders do not, in the ordinary                 communities, and can increase the                     record from an identified dataset
                                                    course, make information about their                    prospect of self-correction by financial              directly, or data fields from additional
                                                    loans and lending decisions publicly                    institutions. Additional information also             datasets may need to be matched to the
                                                    available. HMDA provides the only                       helps to reduce the herding behavior of               HMDA record to complete the match to
                                                    source of loan-level mortgage data with                 both lenders and borrowers, reducing                  the identified record. However,
                                                    comprehensive national coverage that is                 systemic risk.                                        successfully re-identifying a HMDA
                                                    free and easily accessible to the public.                                                                     record would require several steps and
                                                    Other publicly available mortgage                       Risks to Applicant and Borrower                       may present a significant challenge.
                                                    datasets lack information crucial for                   Privacy Interests                                     First, an adversary generally would have
                                                    HMDA’s purposes that is found in the                       The Bureau has considered the risks                to isolate a record that is unique within
                                                    HMDA data, such as the race, ethnicity,                 to applicant and borrower privacy that                the HMDA data. A HMDA record is
                                                    and sex of applicants and borrowers.                    may be created by the public disclosure               unique when the values of the data
                                                    Private data vendors sell several large                 of the HMDA data that will be reported                fields associated with it are shared by
                                                    datasets that typically contain data                    to the agencies under the 2015 HMDA                   no other HMDA record. But a HMDA
                                                    collected from the largest mortgage loan                Final Rule. Based on its analysis to date,            record’s uniqueness alone would not
                                                    servicers or securitizers, but none of                  the Bureau believes that public                       automatically result in its re-
                                                    these datasets match the coverage of the                disclosure of the unmodified loan-level               identification; an adversary would have
                                                    HMDA data. These private datasets also                  dataset, as a whole, would create risks               to find a record corresponding to the
                                                    typically lack information that identifies              to applicant and borrower privacy                     applicant or borrower in another dataset
                                                    individual lenders and therefore cannot                 interests under the HMDA balancing                    that shares data fields with the unique
                                                    be used to study whether specific                       test. As described in more detail below,              HMDA record that permit the records to
                                                    lenders are meeting community needs                     this is due to the presence in the dataset            be matched. Once a unique HMDA
                                                    or may be making discriminatory credit                  of individual data fields that the Bureau             record has been matched to a
                                                    decisions. Additionally, the Bureau is                  believes would create re-identification               corresponding record, an adversary
                                                    aware of no private dataset that includes               risk and the presence of individual data              would possess any additional fields
                                                    information about applications that do                  fields that the Bureau believes would                 found in the corresponding record but
                                                    not result in originated loans. By                      create a risk of harm or sensitivity.                 not found in the HMDA record, such as
                                                    including applications in addition to                   However, the Bureau believes that the                 the identity of the applicant or
                                                    originated and purchased loans, HMDA                    modifications to the loan-level HMDA                  borrower.52 However, even after
                                                    provides a near-census of the mortgage                  dataset proposed in this Policy                       accomplishing such a match, an
                                                    market that allows users to draw a                      Guidance would reduce these risks to                  adversary might not have accurately re-
                                                    detailed picture of the supply and                      applicant and borrower privacy and                    identified the true applicant or borrower
                                                    demand of mortgage credit at various                    appropriately balance them with the                   to whom the HMDA record relates.53
                                                    levels of geographic and lender                         benefits of disclosure for HMDA’s
                                                    aggregation. Finally, unlike the HMDA                   purposes.                                               51 See, e.g., Nat’l Inst. of Standards & Tech., ‘‘De-

                                                                                                                                                                  Identification of Personal Information (2015),’’
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                                                    data, private datasets are costly for
                                                    subscribers, creating a substantial                     Re-Identification Risk                                available at http://nvlpubs.nist.gov/nistpubs/ir/
                                                                                                                                                                  2015/NIST.IR.8053.pdf (using ‘‘adversary’’ to refer
                                                    hurdle for many community groups,                         In evaluating the potential re-                     to an entity attempting to re-identify data).
                                                    government agencies, and researchers                    identification risk presented by the                    52 If the corresponding record lacks the name of

                                                    that wish to access them.                               disclosure of the unmodified loan-level               the applicant or borrower, an adversary may be able
                                                       HMDA data also benefit users by                      HMDA data that will be reported under                 to use data fields from the corresponding record to
                                                                                                                                                                  match to a record in another identified dataset.
                                                    addressing the information asymmetries                  the 2015 HMDA Final Rule, the Bureau                    53 For example, if the corresponding record is not
                                                    present in credit markets. The degree of                has considered the data fields contained              the only record in the other dataset that shares
                                                    control that lenders exercise over the                  in the dataset, the likely methods by                 certain data fields with the unique HMDA record,



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                                                                               Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices                                                       44593

                                                      The HMDA data that will be reported                       Other publicly available sources of                   typically include data collected from
                                                    under the 2015 HMDA Final Rule, like                     data similar to those included in the                    commercial, government, and other
                                                    the data reported under current                          HMDA data that will be reported under                    publicly available sources and may
                                                    Regulation C, contain data fields that                   the 2015 HMDA Final Rule include                         contain data about mortgage loan
                                                    create re-identification risk. First, the                loan-level performance datasets made                     borrowers, including age, income, loan-
                                                    HMDA data display a high level of                        available by the Government-Sponsored                    to-value ratio, property value, loan
                                                    record uniqueness.54 As explained                        Enterprises (GSEs) and mortgage-backed                   amount, address, race, ethnicity, and
                                                    above, record uniqueness alone does not                  securities datasets made available by the                origination date. Other datasets specific
                                                    mean that a record can be re-identified,                 Securities and Exchange Commission                       to mortgage loans are provided for
                                                    but a unique HMDA record could be                        through the Electronic Data Gathering,                   purposes of evaluating mortgage-backed
                                                    matched to a corresponding record in                     Analysis, and Retrieval (EDGAR)                          securities, identifying marketing
                                                    another dataset that is available to an                  system.56 The loan-level performance                     opportunities, or analyzing market
                                                    adversary. In the HMDA context, the                      datasets include data fields similar to                  trends. These datasets may include loan
                                                    Bureau believes that particularly                        those that will be included in the                       amount, interest rate, credit score,
                                                    relevant sources of identified data for                  unmodified HMDA data, such as credit                     negative amortization features, and
                                                    matching purposes are publicly                           score, loan amount, interest rate, debt-                 closing date. Some of these datasets
                                                    available real estate transaction records                to-income ratio, combined loan-to-value                  include the names of consumers,
                                                    and property tax records. Although                       ratio, and loan-to-value ratio. The                      although others contain de-identified
                                                    there is variance by jurisdiction, such                  mortgage-backed securities dataset                       loan-level mortgage data. However,
                                                    records are often available electronically               includes similar information, such as                    these datasets may contain contractual
                                                    and typically identify a borrower                        the credit score, loan amount, lien                      restrictions on use and re-disclosure,
                                                    through documents such as the                            status, property value, and debt-to-                     including prohibiting their use for re-
                                                    mortgage or deed of trust. These                         income ratio. These datasets are                         identification purposes, and may be
                                                                                                             available online with limited                            cost-prohibitive for many potential
                                                    documents typically include the loan
                                                                                                             restrictions on access. But these datasets               adversaries.
                                                    amount, the financial institution, the                                                                               In addition to considering the steps an
                                                    unique identifier assigned to the                        do not include the name of the
                                                                                                             borrower; as described above, this                       adversary would need to complete to re-
                                                    mortgage originator, the borrower’s                                                                               identify the HMDA data and the various
                                                    name, and the property address, and                      means that an adversary who is able to
                                                                                                             match a record in one of these datasets                  data sources that may be required to
                                                    may include other information. Because                                                                            accomplish re-identification, including
                                                    some of these data fields are also                       to a record in HMDA would need to
                                                                                                             make an additional match to an                           their limitations, the Bureau also has
                                                    present in the HMDA data, the Bureau                                                                              considered the capacity, incentives, and
                                                    believes that the release of loan-level                  identified dataset to re-identify a
                                                                                                                                                                      characteristics of potential adversaries,
                                                    HMDA data without any modifications                      borrower. And some of these datasets
                                                                                                                                                                      including those that may attempt re-
                                                    would create a risk that these public                    contain restrictions on use, such as a
                                                                                                                                                                      identification for harmful purposes. The
                                                    records could be directly matched to a                   prohibition on attempting to re-identify
                                                                                                                                                                      Bureau believes that some potential
                                                    HMDA record to re-identify an                            individual borrowers.57
                                                                                                                                                                      adversaries may be interested in re-
                                                    applicant 55 or borrower.                                   Private datasets that could be matched                identifying the HMDA data for
                                                                                                             to the HMDA data are also available. For                 marketing or other commercial
                                                    an adversary would have to make a probabilistic          example, data brokers collect                            purposes. For example, the unmodified
                                                    determination as to which corresponding record
                                                    belongs to the applicant or borrower. Also,
                                                                                                             information about consumers from a                       HMDA data contain information about
                                                    depending on the coverage of the other dataset, a        wide range of sources and sell it for a                  applicants and borrowers, and features
                                                    corresponding record may be unique in the other          variety of purposes, including                           of the loans they obtained or applied
                                                    dataset but not unique in the general population.        marketing, identity verification, and                    for, that the Bureau believes would have
                                                       54 In 2005, researchers at the Board found that
                                                                                                             fraud detection.58 These datasets                        commercial appeal for marketing and
                                                    ‘‘[m]ore than 90 percent of the loan records in a
                                                    given year’s HMDA data are unique—that is, an                                                                     advertising. Although extensive data
                                                    individual lender reported only one loan in a given      much of the property and borrower information will       about identified consumers is already
                                                    census tract for a specific loan amount.’’ Robert B.     be identical.
                                                                                                                56 SE.C., ‘‘Electronic Data Gathering, Analysis,
                                                                                                                                                                      available to marketers, the Bureau
                                                    Avery et al., ‘‘New Information Reported under
                                                    HMDA and Its Application in Fair Lending                 and Retrieval (EDGAR),’’ https://www.sec.gov/            believes that at least some of the HMDA
                                                    Enforcement,’’ at 367 Fed. Reserve Bulletin              edgar.shtml (last visited January 26, 2017); Fannie      data that may be useful to marketers are
                                                    (Summer 2005), available at http://                      Mae, ‘‘Fannie Mae Single-Family Loan Performance         typically not publicly available from
                                                    www.federalreserve.gov/pubs/bulletin/2005/3-             Dataset,’’ http://www.fanniemae.com/portal/              any source for marketing purposes, are
                                                    05hmda.pdf.                                              funding-the-market/data/loan-performance-
                                                       55 None of the public or private datasets discussed   data.html (last visited Jan. 26, 2017); Freddie Mac,     available in limited circumstances,59 or
                                                    herein include information about applications that       ‘‘Single Family Loan-Level Dataset,’’http://             may be less reliable or precise than the
                                                    do not result in originated mortgage loans. The          www.freddiemac.com/news/finance/sf_loanlevel_            HMDA data may be perceived to be.60
                                                    Bureau believes that the lack of public information      dataset.html (last visited Jan. 26, 2017); Ginnie Mae,   These potential adversaries could
                                                    about applications would significantly reduce the        ‘‘Data Dictionaries,’’ http://www.ginniemae.gov/
                                                                                                             investors/disclosures_and_reports/Pages/                 possess the resources to use private
                                                    likelihood that an adversary could match the record
                                                    of a HMDA loan application that was not originated       Disclosure-Data-Dictionaries.aspx (last visited Jan.
                                                    to an identified record in another dataset.              26, 2017).                                               products offered and the data sources used by data
                                                    Therefore, the Bureau believes that the risk of re-         57 See, e.g., Freddie Mac, ‘‘Terms for Single-        brokers).
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                                                    identification to applicants is significantly lower      Family Loan-Level Dataset Registration and Login            59 For example, a marketer currently may obtain

                                                    than the risk to borrowers. However, some of the         Pages,’’ https://freddiemac.embs.com/FLoan/              from a consumer reporting agency a ‘‘prescreened’’
                                                    information contained in the unmodified HMDA             HistoricalDataTerms.html (last visited Mar. 20,          list of consumers meeting certain criteria, such as
                                                    data for applicants may permit an adversary to re-       2017).                                                   a minimum credit score, only for the purpose of
                                                    identify an applicant despite the lack of publicly          58 See generally Fed. Trade Comm’n, ‘‘Data            making a ‘‘firm offer of credit or insurance.’’ 15
                                                    available real estate records reflecting the             Brokers: A Call for Transparency and                     U.S.C. 1681b(c), 1681a(l).
                                                    transaction. For example, if an applicant withdraws      Accountability,’’ (May 2014), available at https://         60 For example, private datasets may only contain

                                                    an application and obtains a loan secured by the         www.ftc.gov/system/files/documents/reports/data-         an estimate of the household income, while the
                                                    same property from another institution, it may be        brokers-call-transparency-accountability-report-         HMDA data contains the gross annual income relied
                                                    possible to link the HMDA data for the withdrawn         federal-trade-commission-may-2014/                       on by the financial institution, which may be more
                                                    application with the data for the origination, as        140527databrokerreport.pdf (describing the types of      accurate.



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                                                    44594                     Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                    datasets in addition to publicly                        to secure data for these purposes than                Risk of Harm or Sensitivity
                                                    available records to re-identify the                    attempting to re-identify loan-level                     The Bureau has considered whether,
                                                    HMDA data. However, the Bureau has                      HMDA data. The resources of these                     if a loan-level record in the HMDA
                                                    considered the extent to which much of                  potential adversaries likely vary, so                 dataset were re-identified, HMDA data
                                                    the commercial benefit to be obtained                   some may be able to use private datasets              that will be reported under the 2015
                                                    by re-identifying the HMDA data may be                  in addition to publicly available records             HMDA Final Rule would disclose
                                                    more readily available from private                     to re-identify the HMDA data were they                information about the applicant or
                                                    datasets to which these potential                       to attempt to do so.                                  borrower that is not otherwise public
                                                    adversaries already have access without
                                                                                                               In addition to the possibility of re-              and may be harmful or sensitive. To the
                                                    the need for recourse to the HMDA data.
                                                                                                            identifying borrowers through matching                extent a HMDA record could be
                                                    In many cases, information from other
                                                                                                            HMDA data to other datasets, some                     associated with an identified applicant
                                                    datasets may be timelier than that found
                                                                                                            potential adversaries may be able to re-              or borrower and could also be
                                                    in the HMDA data, where the delay
                                                                                                            identify a particular applicant or                    successfully matched to another de-
                                                    between action taken on a loan and
                                                                                                            borrower in the HMDA data by relying                  identified dataset to re-identify such a
                                                    disclosure of the loan-level HMDA data
                                                                                                            on personal knowledge about the                       dataset, harmful or sensitive
                                                    ranges from 3 to 15 months. Further,
                                                    some of these potential adversaries may                 applicant or borrower. As noted above,                information in that dataset that is not
                                                    refrain from re-identifying the HMDA                    the Bureau believes that the HMDA data                otherwise public may also be disclosed.
                                                    data for reputational reasons or because                display a high level of record                        The Bureau has considered whether the
                                                    they have agreed to restrictions on using               uniqueness, and the unmodified HMDA                   HMDA data could be used for harmful
                                                    data from the additional datasets                       data include location and demographic                 purposes such as perpetrating fraud or
                                                    described above for re-identification                   information, such as race, sex, ethnicity,            identity theft against an applicant or
                                                    purposes.                                               and age, that may be known to a                       borrower or for targeted marketing of
                                                      Additionally, although most                           potential adversary who is familiar with              products and services that may pose
                                                    academics, researchers, and journalists                 a specific applicant or borrower.                     risks that are not apparent. The Bureau
                                                    use HMDA data only for HMDA                             Therefore, such a potential adversary                 has also considered whether certain
                                                    purposes or market monitoring, some                     may be able to re-identify a known                    HMDA data fields may be viewed as
                                                    may be interested in re-identifying the                 applicant or borrower even if                         sensitive if associated with a particular
                                                    HMDA data for purposes of research.                     traditionally identifying information is              applicant or borrower, even where the
                                                    These persons may differ in their                       not disclosed and without attempting to               disclosure of the data field is unlikely
                                                    capacity to re-identify an applicant or                 match a HMDA record to an identified                  to lead to financial or other tangible
                                                    borrower in the HMDA data. The                          record. This potential adversary could                harms. In evaluating the potential
                                                    Bureau believes that those who lack                     include a neighbor or acquaintance of                 sensitivity of a data field, the Bureau
                                                    resources are likely to attempt to match                the applicant or borrower, and the                    has also considered whether disclosure
                                                    a HMDA record to publicly available                     interest in re-identification may range               of the data field could cause dignity or
                                                    datasets such as real estate transaction                from mere curiosity to the desire to                  reputational harm or embarrassment, or
                                                    records, while those with relatively                    embarrass or otherwise harm the                       could be considered outside of societal
                                                    greater resources may also rely on                      applicant or borrower. Although these                 or cultural expectations with respect to
                                                    private datasets. However, as mentioned                 potential adversaries may lack the                    what information is available to the
                                                    above, some private datasets may have                   sophistication or resources required to               general public.
                                                    contractual terms prohibiting their use                 re-identify a HMDA record by matching                    As noted above, today, significant
                                                    for re-identification purposes. Further,                it to other datasets, they may possess a              amounts of identifiable data concerning
                                                    those academics or journalists with                     high level of specific knowledge about                consumers is available to the general
                                                    significant resources may be affiliated                 the characteristics of a particular                   public, including in public records.
                                                    with organizations that have                            applicant or borrower. Because the pre-               Identifiable consumer information is
                                                    reputational or institutional interests                 existing personal knowledge possessed                 also available from commercial data
                                                    that would not be served by re-                         by such a potential adversary is                      sources with varying barriers to access
                                                    identifying the HMDA data. These                        typically limited to information about a              and restrictions on use. In evaluating
                                                    factors may reduce the risk of re-                      single individual, or a small number of               the risk of harm or sensitivity created by
                                                    identification by such persons.                         individuals, any re-identification                    the public disclosure of loan-level
                                                      The Bureau has considered whether                     attempt by such a potential adversary                 HMDA data, the Bureau’s analysis has
                                                    parties intending to commit identity                    would likely target or impact a limited               considered the degree to which such
                                                    theft or financial fraud may have the                   number of individuals. Although the                   disclosure would increase these risks to
                                                    incentive and capacity to re-identify the               Bureau believes that location and                     applicant and borrower privacy
                                                    HMDA data. As discussed further                         demographic information may be more                   compared to the risks that already exist,
                                                    below, the Bureau believes that the                     likely to be known than other                         absent the public availability of the data
                                                    HMDA data would be of minimal use                       information in the HMDA data, it is                   in HMDA. Accordingly, the Bureau has
                                                    for these purposes. For example, the                    impossible to predict the exact content               considered whether the data that will be
                                                    HMDA data will not include                              of any pre-existing personal knowledge                reported under the 2015 HMDA Final
                                                    information typically required to open                  that such a potential adversary may                   Rule are typically publicly available in
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                                                    new accounts in a consumer’s name,                      possess. This uncertainty creates                     an identifiable form and, if so, any
                                                    such as Social Security number, date of                 challenges for evaluating the degree to               barriers to accessing the information or
                                                    birth, place of birth, passport number, or              which individual data fields contribute               restrictions on its use. Depending on the
                                                    driver’s license number, nor will they                                                                        nature and extent of the public
                                                                                                            to the risk of re-identification by such a
                                                    include information useful to perpetrate                                                                      availability of a particular data field, the
                                                                                                            potential adversary.61
                                                    existing account fraud, such as account                                                                       Bureau generally considers public
                                                    numbers or passwords. Further, these                      61 For example, although the Bureau is aware of
                                                    potential adversaries are not law abiding               no dataset with detailed information on mortgage      knowledge of an applicant could identify an
                                                    and may have easier, albeit illegal, ways               loan applicants, an adversary with personal           applicant in the HMDA data.



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                                                                               Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices                                             44595

                                                    availability to reduce any risk of harm                 could at least theoretically be used by                 services that would be beneficial for
                                                    or sensitivity that may be created by the               an adversary seeking to steal the                       applicants and borrowers, perhaps
                                                    public disclosure of the data field in the              identity of or commit fraud against the                 increasing competition among lenders
                                                    loan-level HMDA data. For example,                      individual, the Bureau does not believe                 that could help consumers receive the
                                                    although some borrowers may consider                    that disclosure of the HMDA data would                  best loan terms possible, they could also
                                                    the amount of their mortgage to be                      be likely to increase information                       be used to target potentially vulnerable
                                                    sensitive, the Bureau believes that this                available for these purposes. For                       consumers with marketing for products
                                                    information is often publicly available                 example, the HMDA data will include                     and services that may pose risks that are
                                                    and considers such availability to                      the name of the financial institution and               not apparent. For example, certain
                                                    reduce the risk of harm or sensitivity                  other details about the loan terms that                 information about a loan might be
                                                    that may be created by the disclosure of                could be used in a phishing attack                      perceived to reveal information about a
                                                    this unmodified data field in the HMDA                  against an applicant or borrower by a                   borrower’s sophistication as a consumer
                                                    data. In other words, if potentially                    perpetrator pretending to be the                        of financial products and services, and
                                                    harmful or sensitive information about                  financial institution,63 but data that                  information about a borrower’s financial
                                                    an applicant or borrower is already                     could be used for this purpose are often                condition may suggest vulnerability to
                                                    available to the general public,                        already available in publicly available                 scams relating to debt relief or credit
                                                    disclosure of that information in the                   real estate transaction records. The                    repair.
                                                    loan-level HMDA data creates less risk                  Bureau has also considered whether the                     Finally, the Bureau believes that some
                                                    of additional harm or sensitivity than if               HMDA data could be used for                             of the unmodified loan-level HMDA
                                                    the data were otherwise not publicly                    knowledge-based authentication                          data that will be reported to the agencies
                                                    available about the applicant or                        purposes,64 but believes the data are                   under the 2015 HMDA Final Rule
                                                    borrower.                                               unlikely to increase information                        would be considered sensitive by most
                                                       In evaluating the risk of harm or                    available that is typically used for such               consumers. In assessing whether a data
                                                    sensitivity created by the disclosure of                purposes.                                               field creates a risk of sensitivity, the
                                                    the loan-level HMDA data, the Bureau                       The Bureau believes that some of the                 Bureau has considered if its disclosure
                                                    also has considered the likelihood that                 unmodified loan-level HMDA data                         could lead to dignity or reputational
                                                    the loan-level HMDA data would be re-                   would provide information that is not                   harm or embarrassment, or could be
                                                    identified and used for harmful                         already public and could be used to                     considered outside of societal or
                                                    purposes or to embarrass or damage the                  target applicants and borrowers for                     cultural expectations with respect to
                                                    reputation of an applicant or borrower.                 marketing, including marketing for                      what information is available to the
                                                    As discussed above, the Bureau                          products and services that may pose                     general public.
                                                    generally believes that successful re-                  risks that are not apparent. As noted
                                                                                                                                                                    Balancing Risks and Benefits
                                                    identification of loan-level HMDA data                  above, the unmodified HMDA data
                                                    would require several steps and may                     would provide information about an                        In applying the balancing test, the
                                                    represent a significant challenge. Even                 applicant’s or borrower’s financial                     Bureau has considered the risks to
                                                    where an adversary is able to match a                   condition and, with respect to a                        applicant and borrower privacy interests
                                                    HMDA record to a record in an                           borrower, details about the loan                        that would be created by the public
                                                    identified dataset, the adversary still                 obtained. The Bureau believes that, at                  disclosure of the unmodified loan-level
                                                    may not have accurately identified the                  least for a period of time after the loan-              HMDA data that will be reported under
                                                    true applicant or borrower to whom the                  level HMDA data are disclosed, this                     the 2015 HMDA Final Rule and the
                                                    HMDA record relates. To the extent that                 information may be useful to those                      benefits of such disclosure in light of
                                                    the risk that re-identification would be                looking to offer financial products and                 HMDA’s purposes. As discussed above,
                                                    accomplished is low, the risk of                        services or otherwise improve market                    assessing risks to applicant and
                                                    disclosing harmful or sensitive                         segmentation. Although these data                       borrower privacy under the balancing
                                                    information is reduced.                                 could be used to market products and                    test requires an evaluation of the
                                                       The Bureau believes that the                                                                                 unmodified HMDA dataset as a whole
                                                    unmodified loan-level HMDA data that                       63 Phishing is an attempt by a perpetrator to        and of the individual data fields
                                                    will be reported under the 2015 HMDA                    obtain sensitive information, such as account           contained in the dataset. In developing
                                                                                                            numbers or passwords, by masquerading as a              this proposal, the Bureau reviewed the
                                                    Final Rule would be of minimal use for                  legitimate company. Phishing is typically
                                                    purposes of perpetrating identity theft                 conducted by fraudulent email messages appearing
                                                                                                                                                                    contribution of each data field,
                                                    or financial fraud against applicants and               to come from a legitimate company that direct the       individually and in combination,
                                                    borrowers. As noted above, the HMDA                     recipient to a spoofed Web site or otherwise get the    toward the potential re-identification of
                                                                                                            recipient to divulge private information. The           an applicant or borrower in the HMDA
                                                    data will not include information                       perpetrators then use this private information to
                                                    typically required to open new accounts                                                                         dataset. As described above, for
                                                                                                            commit identity theft.
                                                    in a consumer’s name, such as Social                       64 Knowledge-based authentication (KBA) is a         purposes of the HMDA balancing test, a
                                                    Security number, date of birth, place of                method of authentication which seeks to prove the       significant re-identification risk is
                                                    birth, passport number, or driver’s                     identity of someone accessing a service, such as an     created by uniqueness in the HMDA
                                                                                                            account at a financial institution. KBA requires the    data among data fields that are also
                                                    license number, nor do they include                     knowledge of information about a particular
                                                    information useful to perpetrate existing               individual to prove that a person attempting to
                                                                                                                                                                    found in other records that identify an
                                                    account fraud, such as account numbers                  access a service is the individual. ‘‘Static’’ KBA,     applicant or borrower. The Bureau has
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                                                    or passwords.62 Although almost any                     also known as ‘‘shared secrets,’’ relies on             reviewed the availability of public
                                                                                                            information initially shared by the individual to the   records in several jurisdictions and has
                                                    information relating to an individual                   provider of the service, such as an answer to a
                                                                                                            question, which is later retrieved when an
                                                                                                                                                                    also considered qualitative factors such
                                                      62 As noted above, however, to the extent a           individual seeks to access the service. ‘‘Dynamic’’     as the capacity, incentives, and
                                                    HMDA record could be associated with an                 KBA uses knowledge questions to verify identity         characteristics of potential adversaries
                                                    identified applicant or borrower and could also         but does not require the individual to have             that may be interested in re-
                                                    successfully be matched to a de-identified dataset      provided the questions and answers beforehand.
                                                    to re-identify such a dataset, harmful or sensitive     Dynamic KBA questions are compiled from data
                                                                                                                                                                    identification, the public availability of
                                                    information in that dataset that is not otherwise       known to or obtained by the institution, such as        HMDA data fields in other datasets, the
                                                    public may also be disclosed.                           transaction history or data from credit reports.        barriers to obtaining these datasets, and


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                                                    44596                     Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                    the degree to which the other datasets                  and top- and bottom-coding,65 or                        interests under the HMDA balancing
                                                    are identifiable. The Bureau has also                   whether the public dataset should be                    test. This is due to the presence in the
                                                    considered whether certain data fields                  modified by excluding the field. The                    data of individual data fields that the
                                                    may be more likely than others to be                    Bureau has also evaluated the risks and                 Bureau believes would create re-
                                                    known by a potential adversary with                     benefits of disclosing a data field in                  identification risk and the presence of
                                                    personal knowledge about the applicant                  light of the proposed modifications                     individual data fields that the Bureau
                                                    or borrower.                                            considered for the other data fields. The               believes would create a risk of harm or
                                                       The Bureau also considered whether                   Bureau is mindful of the connection                     sensitivity. The Bureau has applied the
                                                    disclosure of the loan-level HMDA data,                 between the risk of re-identification and               balancing test to determine whether and
                                                    if it were to be re-identified, would                   the risk of harm or sensitivity. To the                 how to modify the HMDA data that will
                                                    reveal information about the applicant                  extent that the risk of re-identification               be reported under the 2015 HMDA Final
                                                    or borrower that is not otherwise public                created by disclosure of the HMDA data                  Rule before it is disclosed to the public
                                                    and may be harmful or sensitive. As                     is reduced, the risk of disclosing                      and is seeking comment on its proposed
                                                    described above, this consideration                     harmful or sensitive information is also                modifications.
                                                    involved reviewing the potential for                    reduced. Conversely, to the extent that                    For the reasons discussed below,
                                                    disclosure to cause financial fraud or                  the public loan-level HMDA data do not                  based on its application of the balancing
                                                    identity theft, harmful targeted                        disclose information that is harmful or                 test, the Bureau proposes to exclude or
                                                    marketing, or sensitivity concerns. The                 sensitive, the consequences of re-                      otherwise modify the following data
                                                    Bureau considered the nature of                         identification are reduced. Where the                   fields in the loan-level HMDA data
                                                    potential harms that might result from                  Bureau has preliminarily determined                     disclosed to the public: Universal loan
                                                    disclosure of each data field                           that some modification of a data field is               identifier (ULI), application date, loan
                                                    individually and in combination, and                    appropriate, the Bureau’s consideration                 amount, action taken date, property
                                                    the strength of the field’s contribution to             of the available forms of modification                  address, age, credit score, debt-to-
                                                    such harms. The Bureau also considered                  for the HMDA data is also informed by                   income ratio, property value, the unique
                                                    whether each data field is typically                    the operational challenges associated                   identifier assigned by the Nationwide
                                                    publicly available in identified records                with various forms of modification and                  Mortgage Licensing System and Registry
                                                    and, if so, any barriers to accessing the               the need to make financial institutions’                for the mortgage loan originator (NMLS
                                                    information or restrictions on its use.                 modified loan/application registers                     ID); and automated underwriting system
                                                       In addition, the Bureau evaluated the                available to the public by March 31                     (AUS) result. The Bureau also proposes
                                                    contribution of the data fields, both                   following the calendar year for which                   to exclude the content of free-form text
                                                    individually and in combination,                        the data are reported.66                                fields used in certain instances to report
                                                    toward the purposes of HMDA: Helping                                                                            the following data: Race, ethnicity,
                                                                                                            B. Application of the Balancing Test to                 name and version of credit score model,
                                                    to determine whether financial                          Loan-Level HMDA Data
                                                    institutions are serving the housing                                                                            reason for denial, and AUS system
                                                                                                               As described above, the Bureau has                   name. The Bureau proposes to publicly
                                                    needs of their communities; assisting
                                                                                                            interpreted HMDA to require that public                 disclose without modification the
                                                    public officials in distributing public-
                                                                                                            HMDA data be modified when the                          remaining data reported to the agencies
                                                    sector investment so as to attract private
                                                                                                            release of the unmodified data creates                  under the 2015 HMDA Final Rule. As
                                                    investment to areas where it is needed;
                                                                                                            risks to applicant and borrower privacy                 discussed above, HMDA and Regulation
                                                    and assisting in identifying possible                   interests that are not justified by the                 C require the FFIEC to make available to
                                                    discriminatory lending patterns and                     benefits of such release to the public in               the public certain aggregated data. The
                                                    enforcing antidiscrimination statutes.                  light of HMDA’s purposes. Based on its                  Bureau, in consultation with the other
                                                    Every HMDA data field provides                          analysis to date, the Bureau believes                   agencies, intends to evaluate options for
                                                    benefits to achieving the statutory                     that public disclosure of the unmodified                providing the HMDA data, including the
                                                    purposes, but different data fields may                 loan-level data that will be reported to                modified data, to the public in
                                                    provide more value for certain statutory                the agencies under the 2015 HMDA                        aggregated form, including through the
                                                    purposes or types of analyses. Data                     Final Rule, as a whole, would create                    aggregated data products the FFIEC is
                                                    fields were examined for both current                   risks to applicant and borrower privacy                 required to make available and other
                                                    and potential uses.
                                                                                                                                                                    vehicles.67
                                                       For data fields the public disclosure                   65 Binning, sometimes known as recoding or
                                                                                                                                                                       The Bureau acknowledges that the
                                                    of which the Bureau preliminarily                       interval recoding, allows data to be shown clustered    proposed modifications would not
                                                    believes would create risks to applicant                into ranges rather than as precise values. Top- and
                                                                                                                                                                    completely eliminate risks to applicant
                                                                                                            bottom-coding masks the precise values of a data
                                                    and borrower privacy interests, either                  field that appear above or below a certain threshold.   and borrower privacy that would likely
                                                    because a field increases re-                              66 As discussed below in part IV.B, the Bureau       be created by the disclosure of loan-
                                                    identification risk or poses a risk of                  will make a modified loan/application register for      level HMDA data, but the Bureau
                                                    harm or sensitivity, the Bureau has                     each financial institution available on its Web site
                                                                                                                                                                    believes that these modifications would
                                                                                                            by March 31 following the calendar year for which
                                                    weighed these risks against the benefits                the information was compiled. With respect to data      reduce such risks to the extent
                                                    of disclosure. Where the Bureau has                     compiled in 2018 or later, this proposed Policy         necessary to appropriately balance them
                                                    preliminarily determined that the                       Guidance describes the modifications the Bureau         with the benefits of disclosure for
                                                    disclosure of an individual data field,                 proposes to apply to each financial institution’s
                                                                                                            modified loan/application register, with the            HMDA’s purposes. The Bureau believes
                                                    alone or in combination with other
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                                                                                                            possible exception of modifications to reflect          that, to the extent that the public
                                                    fields, would create risks to applicant                 whether the loan amount is above the applicable         disclosure of the loan-level HMDA data,
                                                    and borrower privacy that are not                       dollar amount limitation on the original principal
                                                                                                                                                                    modified as proposed, would create
                                                    justified by the benefits of disclosure to              obligation in effect at the time of application or
                                                                                                            origination as provided under 12 U.S.C. 1717(b)(2)      risks to applicant and borrower privacy,
                                                    HMDA’s purposes, the Bureau has                         and 12 U.S.C. 1454(a)(2), which may be disclosed        such risks would be justified by the
                                                    considered whether it could                             later than March 31. HMDA data is reported by           benefits of such release to the public in
                                                    appropriately balance the privacy risks                 March 1 of the year following the calendar year for
                                                                                                            which the information was compiled, leaving the
                                                                                                                                                                    light of HMDA’s purposes.
                                                    and disclosure benefits through                         Bureau as little as 30 days to prepare each financial
                                                    strategies such as binning, rounding,                   institution’s modified loan/application register.        67 See   part IV.C, below.



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                                                                                Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices                                                           44597

                                                       The Bureau has considered whether,                     that justifies providing more                          manufactured housing land property
                                                    in light of what it believes to be a                      information to the public. For example,                interest, and total units.
                                                    reduced risk of re-identification for                     a new loan program may emerge with                        • The following information about
                                                    HMDA records reflecting an application                    debt-to-income ratio requirements that                 the application or loan: Loan term, loan
                                                    where no loan was originated, more data                   increase the benefits of releasing more                type, loan purpose, application channel,
                                                    could be disclosed without modification                   precise information about the debt-to-                 whether the loan was initially payable
                                                    for those records. As discussed above,                    income ratios of applicants or borrowers               to the financial institution, whether a
                                                    the Bureau believes that the lack of                      than the Bureau proposes herein to                     preapproval was requested, action
                                                    publicly available information about                      release. Such developments and other                   taken, type of purchaser, lien status,
                                                    applications would make it significantly                  changed circumstances may require                      prepayment penalty term, introductory
                                                    more difficult for an adversary to re-                    that, even after this proposed Policy                  rate period, interest rate, rate spread,
                                                    identify an applicant by matching a                       Guidance is finalized, the Bureau revisit              total loan costs or total points and fees,
                                                    HMDA record to a record from an                           the conclusions previously reached                     origination charges, total discount
                                                    identified dataset. However, the Bureau                   based on the application of the                        points, lender credits, HOEPA status,
                                                    believes that some risk of re-                            balancing test in order to ensure the                  balloon payment, interest-only payment,
                                                    identification by matching may remain                     appropriate protection of applicant and                negative amortization, other non-
                                                    in some circumstances,68 and notes that                   borrower privacy in light of HMDA’s                    amortizing features, combined loan-to-
                                                    an adversary’s personal knowledge may                     purposes.                                              value ratio, open-end line of credit flag,
                                                    also permit re-identification of an                         The Bureau is proposing this Policy                  business or commercial flag, and reverse
                                                    application record. Further, the                          Guidance to provide transparency,                      mortgage flag.
                                                    possibility that transactions could be                    obtain public feedback, and improve the                   • The following information about
                                                    reported as applications in error and be                  Bureau’s decisionmaking. This                          the lender: Legal Entity Identifier (LEI),
                                                    subsequently corrected in a                               proposed Policy Guidance and any final                 and financial institution name.70
                                                    resubmission would create risk that the                   Policy Guidance concerning the public                     Many of these data fields were
                                                    previously-applied modifications would                    disclosure of loan-level HMDA data are                 adopted in the 2015 HMDA Final Rule,
                                                    no longer be appropriate; the                             non-binding in part because flexibility                while several are already required to be
                                                    previously-disclosed HMDA data would                      to revise the modifications proposed to                reported under current Regulation C. All
                                                    have revealed information creating risks                  apply to the public loan-level HMDA                    of the data fields required by current
                                                    to applicant and borrower privacy that                    data is necessary to maintain a proper                 Regulation C listed above are currently
                                                    would not be justified by the benefits of                 balancing of the privacy risks and                     disclosed as reported without
                                                    disclosure. Finally, an approach                          benefits of disclosure, especially in the              modification in the modified loan/
                                                    requiring that different types of records                 event the Bureau becomes aware of new                  application register that each financial
                                                    in the dataset are subject to different                   facts and circumstances that might                     institution makes available to the public
                                                    modifications would be operationally                      contribute to privacy risks. However,                  and in the agencies’ loan-level release.71
                                                    challenging and costly to implement. In                   except where not practical, unnecessary,               For the reasons discussed below, the
                                                    light of these privacy and operational                    or where public interest requires                      Bureau proposes to publicly disclose the
                                                    concerns, the Bureau is not proposing                     otherwise, the Bureau intends to seek                  data fields listed above without
                                                    this approach at this time, but invites                   public input on any future revisions to                modification in the loan-level HMDA
                                                    comment on it.                                            modifications to the public loan-level                 data and requests comment on its
                                                       The Bureau seeks comment on all                        HMDA it might consider.                                proposal.
                                                    aspects of its analysis and the
                                                                                                              Data To Be Disclosed in the Loan-Level                    With the exception of LEI, financial
                                                    modifications it proposes to apply to the
                                                                                                              HMDA Data Without Modification                         institution name, census tract, income,
                                                    public loan-level HMDA dataset under
                                                                                                                 As discussed above, the 2015 HMDA                   action taken (where the loan is denied),
                                                    the balancing test. The Bureau notes
                                                                                                              Final Rule requires financial institutions             and reasons for denial, which are
                                                    that, even after it finalizes this Policy
                                                                                                              to report information about originations               discussed further below, the Bureau
                                                    Guidance, it intends to continue to
                                                                                                              and purchases of mortgage loans, as                    believes that disclosure of the data
                                                    monitor developments affecting the
                                                                                                              well as mortgage loan applications that                fields listed above would likely present
                                                    application of the balancing test to the
                                                                                                              do not result in originations. The                     low risk to applicant and borrower
                                                    HMDA data. The privacy landscape is
                                                    constantly evolving, and risks to                         Bureau proposes to disclose the                        privacy. First, the Bureau believes that,
                                                    applicant and borrower privacy created                    following data fields to the public as                 if the HMDA data were re-identified,
                                                    by the disclosure of loan-level HMDA                      reported, without modification:69                      disclosure of most of these data fields
                                                    data may change as the result of                             • The following information about                   would likely create minimal, if any, risk
                                                    technological advances and other                          applicants, borrowers, and the                         of harm or sensitivity to applicants or
                                                    external developments. For example, a                     underwriting process: Income, sex, race,               borrowers. These fields include basic
                                                    new source of publicly available records                  ethnicity, name and version of the credit              information about the features of the
                                                    may become available, increasing or                       scoring model, reasons for denial, and                 loan or the property securing the loan—
                                                    decreasing privacy risks under the                        AUS name.                                              such as the application channel, loan
                                                    balancing test, or the Bureau may                            • The following information about                   term, and lien status—rather than
                                                    discover evidence suggesting that                         the property securing the loan: Census                 information about personal
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                                                    individuals are using the HMDA data in                    tract, State, county, occupancy type,
                                                                                                                                                                        70 See 12 CFR 1003.4(a)(2)–(7), (a)(8)(i), a(9)(ii),
                                                    unforeseen, potentially harmful ways.                     construction method, manufactured                      (a)(10)(i), (a)(10)(iii), (a)(11)–(14), (a)(15)(i) (name of
                                                    Potential uses of the loan-level HMDA                     housing secured property type,                         scoring model), (a)(16)–(22), (a)(24)–(27), (a)(29)–
                                                    data in furtherance of the statute’s                                                                             (33), (a)(35)(i) (name of system), (a)(36)–(38)
                                                    purposes may also evolve, such that the                     69 As mentioned above and discussed further          (effective Jan. 1, 2018).
                                                    benefits associated with the disclosure                   below, the Bureau proposes not to disclose free-          71 The only data fields excluded from the public

                                                                                                              form text fields used in certain instances to report   loan-level HMDA data under current Regulation C
                                                    of certain data may increase to an extent                 the following data: The name and version of the        are the identifying number for the loan or loan
                                                                                                              credit scoring model, race, ethnicity, reasons for     application, the application date, and the action
                                                      68 See   supra note 53.                                 denial, and AUS name.                                  taken date.



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                                                    44598                      Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                    characteristics or financial condition of               Bureau believes the risks would be                       privacy are justified by the benefits of
                                                    the applicant or borrower, and the                      justified by the benefits of disclosure.                 disclosure in light of HMDA’s purposes.
                                                    Bureau believes that applicants and                        The Bureau believes that disclosure of                For years, these data fields have proven
                                                    borrowers are unlikely to consider the                  the following data fields listed above                   critical for furthering HMDA’s
                                                    disclosure of this information to be                    would likely substantially facilitate the                purposes.76 For example, the ability to
                                                    sensitive. Further, the Bureau is aware                 re-identification of applicants or                       identify the financial institution by
                                                    of no clear advantage provided by most                  borrowers: LEI, financial institution                    name is critical for users to evaluate the
                                                    of these data fields for targeted                       name, and census tract. The Bureau                       lending practices of a financial
                                                    marketing of products and services that                 believes that publicly available real                    institution.77 The census tract is
                                                    may pose risks that are not apparent.                   estate transaction records such as                       essential for users to determine the
                                                                                                            mortgages and deeds of trust typically                   availability of credit in certain
                                                    The Bureau believes that certain fields
                                                                                                            contain the identity of the borrower, the                communities and to identify potentially
                                                    about the loan, such as the pricing data
                                                                                                            name of the financial institution, and                   discriminatory lending patterns at the
                                                    fields, and certain fields about the                    the property address, from which an
                                                    borrower, such as ethnicity and race,                                                                            community level. Information about
                                                                                                            adversary may derive the census tract.                   income ensures that users who are
                                                    may create relatively more risk of harm                 Although the uniqueness of a HMDA
                                                    or sensitivity, but that these fields still                                                                      evaluating potential disparities in
                                                                                                            record will vary by census tract, the                    underwriting or pricing are comparing
                                                    present low privacy risk. Second, the                   Bureau believes that these data fields                   applicants or borrowers with similar
                                                    Bureau believes that disclosure of most                 could be used by an adversary to match                   incomes, thereby controlling for a factor
                                                    of these data fields would likely create                a HMDA record to an identified public                    that might provide a legitimate
                                                    minimal, if any, risk of substantially                  record.                                                  explanation for such disparities. Income
                                                    facilitating the re-identification of                      The Bureau also believes that, if the                 data can also allow users to determine
                                                    applicants and borrowers in the HMDA                    HMDA data were re-identified,                            the availability of credit to consumers
                                                    data. Most of these data fields are not                 disclosure of the following data fields                  and communities of various income
                                                    found in publicly available sources of                  listed above would likely create a risk                  levels. Finally, action taken and reasons
                                                    records that contain the identity of an                 of harm or sensitivity: Income, action                   for denial, combined with underwriting
                                                    applicant or borrower; without such an                  taken (where the loan is denied), and                    information, help users compare the
                                                    identified publicly available record, an                reasons for denial. These data fields are                outcomes received by applicants and
                                                    adversary would experience substantial                  not otherwise available to the general                   borrowers to identify potential
                                                    difficulty attempting to re-identify an                 public in an identified form without                     disparities between similarly qualified
                                                    applicant or borrower by matching a                     barriers to access or use restrictions.73                applicants. The reasons for denial also
                                                    HMDA record using these data fields.                    The Bureau believes that these data                      help users understand why a particular
                                                    Certain data fields may create relatively               fields would likely be considered
                                                                                                                                                                     loan application was denied and
                                                    more risk of re-identification because                  sensitive by many if not most
                                                                                                                                                                     identify potential barriers in access to
                                                                                                            consumers. Many consumers avoid
                                                    they contain values that are not widely                                                                          credit.
                                                                                                            sharing their incomes, even with
                                                    shared among applicants or borrowers,                                                                               The Bureau believes that, under the
                                                                                                            personal acquaintances.74 The fact that
                                                    such as an ethnic and racial category,                                                                           balancing test, the benefits of public
                                                                                                            a financial institution denied an
                                                    but the Bureau believes these fields still                                                                       disclosure of these data fields to
                                                                                                            application and some of the reasons for
                                                    present low re-identification risk.72 As                                                                         HMDA’s purposes would justify the
                                                                                                            denial, such as employment history,
                                                    described above, public disclosure of                                                                            risks to applicant and borrower privacy
                                                                                                            credit history, debt-to-income ratio, or
                                                    these low-risk data fields benefits users                                                                        such disclosure would likely create. In
                                                                                                            insufficient cash, could reveal negative
                                                    in determining whether financial                        details about a consumer’s personal                      forming its proposal to publicly disclose
                                                    institutions are serving the housing                    financial situation.75 The Bureau also                   these data fields without modification,
                                                    needs of their communities; in                          believes that these data fields could be                 the Bureau considered modifications
                                                    distributing public-sector investment so                used for harmful purposes, such as                       that would reduce the risks to applicant
                                                    as to attract private investment to areas               targeted marketing of products and                       and borrower privacy while preserving
                                                    where it is needed; and in identifying                  services that may pose risks that are not                the benefits of disclosure. However,
                                                    possible discriminatory lending patterns                apparent.                                                with the exception of income and
                                                    and enforcing antidiscrimination                           The Bureau nonetheless believes that                  census tract, which have for years
                                                    statutes. To the extent that disclosure of              these risks to applicant and borrower                    proven critical for furthering HMDA’s
                                                                                                                                                                     purposes, no modifications other than
                                                    these fields would create risk to
                                                                                                              73 The Bureau believes that, although estimates of     exclusion from the public loan-level
                                                    applicant and borrower privacy, the
                                                                                                            income may be available in private datasets, reliable    HMDA data are reasonably available for
                                                                                                            income information typically is not available to the     these data fields. Therefore,
                                                      72 Although the Bureau believes that ethnic and       general public without barriers to access or use
                                                    racial categories are not found in publicly available   restrictions. The HMDA data will include the gross
                                                                                                                                                                     modification in these circumstances
                                                    sources of identified records, comparing the            annual income relied on in making the credit
                                                                                                            decision, which may be more accurate.                       76 Several data fields adopted in the 2015 HMDA
                                                    ethnicity and race found in the HMDA record to the
                                                    surname found in an identified public record may          74 The Bureau believes that consumers may still        Final Rule are closely related to, or extensions of,
                                                    help an adversary narrow the range of public            consider income information to be sensitive even         data fields reported under current Regulation C.
                                                    records against which to match a HMDA record.           though it is rounded to the nearest thousand when        Specifically, the LEI will replace the current
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                                                    Information on surnames, in other contexts, has         reported by financial institutions.                      reporter’s ID, and reasons for denial may currently
                                                    proven useful to proxy for ethnicity or race. The         75 The Bureau notes that the fact that a loan was      be reported at the option of the financial institution.
                                                    Bureau also believes that ethnicity and racial          denied and the reasons for denial are reported only      However, financial institutions supervised by the
                                                    category may be more likely to be known by              for applications that have been denied. As               OCC and the FDIC currently are required by those
                                                    adversaries with personal knowledge of the              discussed above, the Bureau believes that the risk       agencies to report denial reasons. 12 CFR
                                                    applicant or borrower than other fields listed above.   of re-identification of applicants where a loan is not   27.3(a)(1)(i), 128.6, 390.147.
                                                    The Bureau seeks comment in particular on               originated is significantly lower than the risk to          77 The LEI would enhance identification by

                                                    whether this risk is heightened with respect to         borrowers. Because these data fields are difficult to    allowing users to link the reporting financial
                                                    disaggregated ethnicity and race and whether these      associate with an identified applicant or borrower,      institution to its corporate family. If the financial
                                                    disaggregated fields should be treated differently      the Bureau believes that the risk of harm or             institution name is publicly disclosed, the LEI
                                                    than aggregated ethnicity and race.                     sensitivity created by their disclosure is reduced.      creates minimal, if any, additional privacy risk.



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                                                                              Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices                                                       44599

                                                    would eliminate public utility of these                  financial institutions will use ULIs once             assigned to mortgage loans with ULIs 86
                                                    data fields entirely. The Bureau seeks                   they are adopted for HMDA purposes,                   and that, if they do, the ULI likely will
                                                    comment on its proposal to publicly                      disclosing the ULI in the loan-level                  be included on publicly-recorded loan
                                                    disclose these fields without                            HMDA data could substantially                         documents. Especially in light of the
                                                    modification in the loan-level HMDA                      facilitate the re-identification of an                uniqueness of a ULI, a ULI on a
                                                    data.                                                    applicant or borrower and that this risk              publicly-recorded loan document could
                                                    Data To Be Excluded or Otherwise                         would not be justified by the benefits of             be used to match a HMDA record to an
                                                    Modified in the Loan Level HMDA Data                     the disclosure. Therefore, until                      identified public record directly and
                                                                                                             information is available concerning how               reliably.
                                                    Universal Loan Identifier                                financial institutions use ULIs other                    The Bureau notes that the FFIEC
                                                       The 2015 HMDA Final Rule requires                     than for HMDA purposes, the Bureau                    excluded identifying numbers for loans
                                                    financial institutions to report a                       proposes to modify the loan-level                     and applications from the agencies’
                                                    universal loan identifier (ULI) for each                 HMDA dataset made available to the                    loan-level HMDA data release because
                                                    covered loan or application that can be                  public by excluding the ULI.                          the data field could be used to identify
                                                    used to identify and retrieve the                           A ULI would allow users to track over              an applicant or borrower in the data.87
                                                    application file.78 The 2015 HMDA                        time a loan reported in HMDA data by                  Similarly, Congress later identified
                                                    Final Rule sets forth detailed                           different financial institutions. Using a             applicant ‘‘identification number’’ as a
                                                    requirements concerning the ULI to be                    ULI, a user could identify a loan                     field that the Board should consider
                                                    assigned and reported.79 A ULI must                      originated by a HMDA reporter that is                 deleting from the modified loan/
                                                    begin with the financial institution’s                   later purchased by another HMDA                       application register in order to protect
                                                    LEI, followed by up to 23 additional                     reporter, then sold and purchased again               the privacy of applicants and
                                                    characters to identify the covered loan                  by yet another HMDA reporter.                         borrowers.88 In implementing this
                                                    or application, and then end with a two-                 Understanding a loan’s history would                  amendment to HMDA, the Board
                                                    character check digit calculated                         assist in identifying whether financial               required that financial institutions
                                                    according to the methodology                             institutions are serving the housing                  remove ‘‘application or loan number’’
                                                    prescribed in appendix C of the 2015                     needs of their communities. Widespread                from the modified loan/application
                                                    HMDA Final Rule.80 In addition, a ULI                    adoption of ULIs to identify mortgage                 register before making it available to the
                                                    must be unique within the institution                    loans in other datasets also could allow              public.89
                                                    and must not contain any information                     users to track a loan from ‘‘cradle to                   The Bureau believes that a ULI would
                                                    that could be used to directly identify                  grave,’’ i.e., to link information                    disclose minimal, if any, information
                                                    the application or borrower.81                           disclosed in the public HMDA data with                about an applicant or borrower that may
                                                    Institutions reporting a loan for which a                information found in other datasets,                  be harmful or sensitive. A ULI is
                                                    ULI was previously assigned and                          such as datasets reflecting loan                      associated with a particular application
                                                    reported must report the ULI that was                    performance.                                          or loan. As noted above, the 2015
                                                    previously assigned and reported for the                    The Bureau believes that, depending
                                                                                                                                                                   HMDA Final Rule prohibits a financial
                                                    loan. The ULI will be submitted as an                    on how financial institutions use ULIs
                                                                                                                                                                   institution from including in a ULI
                                                    alphanumeric field.82 The requirement                    other than for HMDA purposes, public
                                                                                                                                                                   assigned to an application or loan
                                                    to report a ULI replaces the requirement                 disclosure of a ULI in the loan-level
                                                                                                                                                                   information about the applicant or
                                                    under current Regulation C that a                        HMDA data could create a significant
                                                                                                                                                                   borrower that could be used to directly
                                                    financial institution report an                          risk of re-identification. If financial
                                                                                                                                                                   identify the applicant or borrower.
                                                    identifying number for the loan or loan                  institutions include ULIs on loan
                                                                                                                                                                   Commentary to this provision clarifies
                                                    application.83 The loan or loan                          documents that are made publicly
                                                                                                                                                                   that ‘‘information that could be used to
                                                    application number is currently                          available, the Bureau believes that
                                                                                                                                                                   directly identify the applicant or
                                                    excluded from both the modified loan/                    disclosure of the ULI in the public loan-
                                                                                                                                                                   borrower includes but is not limited to
                                                    application register that each financial                 level HMDA data would substantially
                                                                                                                                                                   the applicant’s or borrower’s name, date
                                                    institution makes available to the public                facilitate the re-identification of HMDA
                                                                                                                                                                   of birth, Social Security number, official
                                                    and the agencies’ loan-level release. The                records. As discussed above, many
                                                                                                                                                                   government-issued driver’s license or
                                                    Bureau added the requirement to report                   jurisdictions publicly disclose real
                                                                                                                                                                   identification number, alien registration
                                                    a ULI to implement the Dodd-Frank                        estate transaction records in an
                                                                                                                                                                   number, government passport number,
                                                    Act’s amendment to HMDA providing                        identified form, such as mortgages and
                                                                                                                                                                   or employer or taxpayer identification
                                                    for the collection and reporting of, ‘‘as                deeds of trust, and the Bureau believes
                                                                                                                                                                   number.’’ 90 Although the Bureau
                                                    the Bureau may determine to be                           that many financial institutions include
                                                    appropriate, a universal loan                            loan numbers on these publicly-                          86 In response to comments, the Bureau noted in

                                                    identifier.’’ 84                                         recorded documents.85 The Bureau                      the supplementary information to the 2015 HMDA
                                                       For the reasons given below, the                      believes that financial institutions may              Final Rule that a financial institution may use a ULI
                                                    Bureau believes that, depending on how                   replace the loan numbers currently                    for both HMDA purposes and the loan
                                                                                                                                                                   identification number prescribed by Regulation Z
                                                                                                               85 For example, in response to concerns about       § 1026.37(a)(12). 80 FR 66128, 66177 (Oct. 28,
                                                      78 12 CFR 1003.4(a)(1)(i) (effective January 1,
                                                                                                                                                                   2015).
                                                    2018).                                                   implications under the Gramm-Leach-Bliley Act            87 The FFIEC noted that ‘‘[a]n unedited form of
                                                      79 Id.                                                 (GLBA) of the ‘‘longstanding common practice for
                                                                                                                                                                   the data would contain information that could be
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                                                      80 12 CFR 1003.4(a)(1)(i)(A) through (C).              a mortgage lender to place the borrower’s account
                                                                                                             number on a mortgage loan document to enable the      used to identify individual loan applicants’’ and
                                                      81 12 CFR 1003.4(a)(1)(i)(B)(3).                                                                             that the data would be edited prior to public release
                                                                                                             document to be tracked and place in the proper file
                                                      82 Bureau of Consumer Fin. Prot., ‘‘Filing
                                                                                                             once the document is recorded and returned from       to remove the application identification number,
                                                    instructions guide for HMDA data collected in            the recording office,’’ Federal regulators issued     the date of application, and the date of final action.
                                                    2018—OMB Control #3170–0008,’’ at 14, 48 (Jan.           guidance in 2001 opining that such practice does      55 FR 27886, 27888 (July 6, 1990).
                                                    2017), available at http://www.consumerfinance.          not violate the GLBA. See Letter from Fed. Reserve
                                                                                                                                                                      88 HMDA section 304(j), added by the Housing

                                                    gov/data-research/hmda/static/for-filers/2018/           Board, Fed. Dep. Ins. Corp., Nat’l Credit Union       and Community Development Act, section 932(a),
                                                    2018-HMDA-FIG.pdf.                                       Admin., Off. of the Comptroller of the Currency,      106 Stat. 3672, 3889 (1992).
                                                      83 See 12 CFR 1003.4(a)(1).                                                                                     89 12 CFR 1003.5(c).
                                                                                                             Off. of Thrift Supervision, and Fed. Trade Comm’n
                                                      84 12 U.S.C. 2803(b)(6)(G).                            (Sept. 4, 2001).                                         90 Comment 4(a)(1)(i)–2 (effective Jan. 1, 2018).




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                                                    44600                      Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                    believes that financial institutions may                 application date is currently excluded                   application form. Therefore, an
                                                    include information within a ULI that is                 from both the modified loan/application                  adversary could use the date of
                                                    pertinent to the institution’s operations,               register that each financial institution                 application, combined with other data
                                                    as some do now with respect to loan                      makes available to the public and the                    fields, to narrow the range of identified
                                                    numbers, it does not believe that such                   agencies’ loan-level release.95                          public records against which to compare
                                                    information would be considered                             For the reasons given below, the                      the HMDA data, increasing the
                                                    sensitive or could be used for harmful                   Bureau believes that disclosing the                      likelihood of matching records.
                                                    purposes.                                                application date in the loan-level                          The Bureau notes that the FFIEC
                                                      The Bureau has considered whether a                    HMDA data released to the public                         excluded the application date from the
                                                    modification to the public loan-level                    would likely substantially facilitate the                agencies’ loan-level HMDA data release
                                                    HMDA dataset other than exclusion of                     re-identification of an applicant or                     because the data field could be used to
                                                    the ULI would appropriately reduce the                   borrower and that this risk would not be                 re-identify a particular applicant or
                                                    privacy risks created by the disclosure                  justified by the benefits of the                         borrower in the data.97 Similarly, when
                                                    of the ULI in the loan-level data while                  disclosure. Therefore, the Bureau                        Congress directed that the Board require
                                                    maintaining some utility for HMDA’s                      proposes to modify the loan-level                        deletions from the loan-level HMDA
                                                    purposes. For example, the Bureau has                    HMDA data made available to the                          data financial institutions must make
                                                    considered whether it could, in the                      public by excluding the date the                         available to the public to protect the
                                                    loan-level HMDA data disclosed to the                    application was received.                                privacy of applicants and borrowers, it
                                                    public, replace the reported ULI with a                     The application date may be useful                    identified the application date in
                                                    different unique number, such as a                       for identifying possible discriminatory                  particular as one field to be considered
                                                    hashed value.91 The Bureau also has                      lending patterns and enforcing                           for deletion.98
                                                    considered whether it might use some                     antidiscrimination statutes. In enacting                    If the HMDA data were re-identified,
                                                    other means to link HMDA records                         the FIRREA amendments to HMDA,                           the Bureau believes that application
                                                    sharing the same ULI without revealing                   Congress sought to improve the ability                   date would likely disclose minimal, if
                                                    the ULI itself. The Bureau is unable to                  of HMDA users to identify possible                       any, information about an applicant or
                                                    identify a feasible modification at this                 discriminatory lending patterns by                       borrower that may be harmful or
                                                    time, however. The Bureau believes at                    expanding HMDA to allow for                              sensitive. Application date is not an
                                                    this time that, under the balancing test,                comparison of accepted and rejected                      inherently sensitive data field. Unlike
                                                    excluding the ULI is a modification to                   applications.96 The date of application                  other dates, such as date of birth, the
                                                    the public loan-level HMDA data that                     furthered the purposes underlying this                   date of application contains no intrinsic
                                                    appropriately balances the risks to                      expansion. The application date helps                    connection to an individual. Instead, the
                                                    applicant and borrower privacy and the                   ensure that users are comparing                          information is associated with an
                                                    benefits of disclosure. The Bureau seeks                 applicants or borrowers who applied for                  applicant or borrower for only a single
                                                    comment on this proposal.                                loans during similar dates, thereby                      transaction in the context of mortgage
                                                                                                             controlling for factors that might                       lending. Further, the Bureau believes
                                                    Application Date                                         provide a legitimate explanation for                     that the date of application would be
                                                                                                             disparities, such as different market                    unlikely to be used for targeted
                                                       The 2015 HMDA Final Rule requires
                                                                                                             interest rates over different time                       marketing of products and services that
                                                    financial institutions to report, except
                                                                                                             periods. Users of HMDA data may also                     may pose risks that are not apparent.
                                                    for purchased covered loans, the date
                                                                                                             use the application date, in combination                    HMDA data is disclosed annually
                                                    the application was received or the date
                                                                                                             with the action taken date, to screen for                based on the calendar year in which
                                                    shown on the application form.92 This
                                                                                                             delays between application and action                    action is taken on an application.
                                                    date will be submitted by financial
                                                                                                             dates that appear to exist on prohibited                 Although the Bureau proposes not to
                                                    institutions as the exact year, month,
                                                                                                             bases.                                                   disclose the application date, the year of
                                                    and day, in the format of                                   The Bureau believes that public
                                                    YYYYMMDD.93 Financial institutions                                                                                the loan-level HMDA data will often
                                                                                                             disclosure of application date would                     correspond to the year in which the
                                                    are required to report this data field                   likely substantially facilitate the re-
                                                    under current Regulation C. The Board                                                                             application was received. The Bureau
                                                                                                             identification of an applicant or                        considered binning the values reported
                                                    amended Regulation C in 1989 to                          borrower in the HMDA data. Disclosing
                                                    require reporting of the date the                                                                                 for the application date into quarterly or
                                                                                                             the date of application would increase                   semi-annual intervals. However, the
                                                    application was received as part of its                  the ability of an adversary to associate
                                                    implementation of the Financial                                                                                   Bureau believes that quarterly intervals
                                                                                                             a HMDA record with an applicant or                       would fail to reduce re-identification
                                                    Institutions Reform, Recovery, and                       borrower by matching it to an identified
                                                    Enforcement Act of 1989 (FIRREA),                                                                                 risk adequately and that, compared to
                                                                                                             publicly available record. As discussed                  not disclosing application date, the
                                                    which expanded HMDA to include data                      above, many jurisdictions publicly
                                                    on applications, as well as data on the                                                                           gains in data utility that semi-annual
                                                                                                             disclose real estate transaction records                 intervals might allow do not justify the
                                                    race, gender, and income of individual                   in an identified form, such as mortgages
                                                    applicants and borrowers.94 The                                                                                   increase in privacy risk. Disclosing the
                                                                                                             or deeds of trust. These records contain                 date of application in quarterly intervals
                                                      91 A hashed value would be based on the ULI and
                                                                                                             the date that the lender and borrower                    would provide an individual with a
                                                    created by a secure hash algorithm. A hash               entered into or executed the agreement.
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                                                    algorithm is designed to be non-invertible, meaning      This date is correlated with the                           97 The FFIEC noted that ‘‘[a]n unedited form of
                                                    that the original value, in this case the actual ULI,    application date data field, which                       the data would contain information that could be
                                                    could not be derived from the hashed value. The                                                                   used to identify individual loan applicants’’ and
                                                    hashed value would only appear in the HMDA data;
                                                                                                             reflects either the date the application
                                                                                                                                                                      that the data would be edited prior to public release
                                                    as it would not appear in public records, it could       was received or the date shown on the                    to remove the application identification number,
                                                    not be used to re-identify the HMDA record.                                                                       the date of application, and the date of final action.
                                                      92 12 CFR 1003.4(a)(1)(ii) (effective Jan. 1, 2018).   103 Stat. 183, 524–26 (1989); 54 FR 51356 (Dec. 15,      55 FR 27886, 27888 (July 6, 1990).
                                                      93 Supra note 83 at 49.                                1989).                                                     98 Housing and Community Development Act,
                                                      94 Financial Institutions Reform, Recovery, and          95 See 12 U.S.C. 2803(j)(2)(B)(i); 12 CFR 1003.5(c).
                                                                                                                                                                      Public Law 102–550, section 932(a), 106 Stat. 3672,
                                                    Enforcement Act, Public Law 101–73, section 1211,          96 H. Rept. 101–209, at 463–65 (1989).                 3889 (1992).



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                                                                               Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices                                           44601

                                                    narrower range of identified public                     by disclosing the midpoint for the                    data field that will often consist of at
                                                    records against which to compare the                    $10,000 interval into which the reported              least six digits, which increases its
                                                    HMDA data.99 And although disclosing                    loan amount falls and by indicating                   contribution to the uniqueness of a
                                                    application dates in semi-annual                        whether the loan amount exceeds the                   particular HMDA record. As discussed
                                                    intervals would reduce re-identification                applicable dollar amount limitation on                above, this information is also found in
                                                    risk as compared to quarterly intervals,                the original principal obligation in effect           identified real estate transaction records
                                                    the Bureau believes it would only                       at the time of application or origination             such as mortgages and deeds of trust
                                                    marginally increase the utility over the                as provided under 12 U.S.C. 1717(b)(2)                that are publicly disclosed by many
                                                    current, annual intervals while still                   and 12 U.S.C. 1454(a)(2) (‘‘GSE                       jurisdictions. Therefore, in many cases,
                                                    increasing privacy risk. Users would                    conforming loan limit’’).105 For                      an adversary could use the exact loan
                                                    need a narrower range to help ensure                    example, for a reported loan amount of                amount, combined with other fields, to
                                                    that they were comparing applicants                     $117,834, the Bureau would disclose                   match a HMDA record to an identified
                                                    who applied under similar market                        $115,000 as the midpoint between                      publicly available record.
                                                    conditions. The Bureau believes at this                 values equal to $110,000 and less than                   If the HMDA data were re-identified,
                                                    time that, under the balancing test,                    $120,000.                                             the Bureau believes that loan amount
                                                    excluding the application date is a                        The loan amount is useful for                      would likely disclose minimal, if any,
                                                    modification to the public loan-level                   determining whether financial                         information about an applicant or
                                                    HMDA data that appropriately balances                   institutions are serving the housing                  borrower that may be harmful or
                                                    the risks to applicant and borrower                     needs of their communities. By                        sensitive. In some cases, high loan
                                                    privacy and the benefits of disclosure.                 examining loan amount, users can better               amounts, combined with other
                                                    The Bureau seeks comment on this                        understand the amount of credit that                  information, may be considered
                                                    proposal.                                               financial institutions have made                      sensitive or may indicate financial
                                                                                                            available to consumers in certain                     vulnerability that could form the basis
                                                    Loan Amount                                             communities and the extent to which                   for targeted marketing of products and
                                                       The 2015 HMDA Final Rule requires                    such institutions are providing credit in             services that may pose risks that are not
                                                    financial institutions to report the                    varying amounts. Loan amount is also                  apparent. The loan amount may also at
                                                    amount of the covered loan or the                       beneficial for identifying possible                   least theoretically be used for phishing
                                                    amount applied for.100 For closed-end                   discriminatory lending patterns and                   attacks. However, the Bureau believes
                                                    mortgage loans, open-end lines of credit,               enforcing antidiscrimination statutes.                that loan amount is often already
                                                    and reverse mortgages, this amount is                   For example, the loan amount allows                   included in identified publicly available
                                                    the amount to be repaid as disclosed on                 users to divide the population of                     documents, such as the mortgage or
                                                    the legal obligation, the amount of credit              applicants or borrowers into segments                 deed of trust. The Bureau believes that
                                                    available to the borrower, and the initial              that may be subject to different                      this existing public availability
                                                    principal limit, respectively. The loan                 underwriting or pricing policies, such as             decreases any potential sensitivity and
                                                    amount will be submitted by financial                   those applying for non-conforming                     harmfulness of disclosing loan amount
                                                    institutions in numeric form reflecting                 mortgage loans. Combined with the                     in the HMDA data.
                                                    the exact dollar amount of the loan.101                 property value, the loan amount would                    The Bureau believes that the loan-
                                                    Financial institutions are required to                  also allow users to calculate a loan-to-              level HMDA data may be modified to
                                                    report this data field under current                    value ratio, an important variable in                 appropriately reduce the privacy risks
                                                    Regulation C rounded to the nearest                     underwriting. The loan amount and                     created by the public disclosure of the
                                                    thousand.102 Although HMDA has                          loan-to-value ratio would help ensure                 loan amount while preserving much of
                                                    always required financial institutions to               that users who are evaluating potential               the benefits of the data field. The
                                                    report information about the dollar                     disparities in underwriting outcomes,                 Bureau believes that disclosing the
                                                    amount of a financial institution’s                     pricing, or other terms and conditions                midpoint for the $10,000 interval into
                                                    mortgage lending activity,103 the Board                 are comparing applicants or borrowers                 which the reported loan amount falls,
                                                    amended Regulation C in 1989 to                         who applied for or obtained loans with                and indicating whether the loan amount
                                                    require reporting of the loan amount on                 similar loan amount and loan-to-value                 exceeds the applicable GSE conforming
                                                    a loan-level basis as part of its                       ratios, thereby controlling for factors               loan limit, provides enough precision to
                                                    implementation of FIRREA.104                            that might provide a legitimate                       allow users to rely on loan amount to
                                                       For the reasons given below, the                     explanation for disparities.                          achieve HMDA’s purposes. For
                                                    Bureau believes that disclosing the loan                   The Bureau believes that disclosing                example, $10,000 intervals will allow
                                                    amount in the loan-level HMDA data                      the exact loan amount would likely                    users to segment applicants and
                                                    released to the public would likely                     substantially facilitate the re-                      borrowers that may be subject to
                                                    substantially facilitate the re-                        identification of an applicant or                     different underwriting or pricing
                                                    identification of an applicant or                       borrower. The loan amount is a numeric                policies. In fact, for intervals that
                                                    borrower and that this risk would not be                                                                      include the applicable GSE conforming
                                                    justified by the benefits of the                           105 The dollar amount limitation on the original   loan limit, an indication of whether the
                                                    disclosure. Therefore, the Bureau                       principal obligation as provided under 12 U.S.C.      loan amount is above the applicable
                                                                                                            1717(b)(2) and 12 U.S.C. 1454(a)(2) refers to the
                                                    proposes to modify the loan-level                       annual maximum principal loan balance for a
                                                                                                                                                                  limit may provide greater precision than
                                                    HMDA dataset disclosed to the public                    mortgage acquired by Fannie Mae and Freddie Mac       is provided by the loan-level HMDA
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                                                                                                            (the ‘‘GSEs’’). The Federal Housing Finance Agency    data currently disclosed to the public, in
                                                      99 The Bureau previously identified quarterly         is responsible for determining the maximum            which certain loan amounts above and
                                                    release of the loan-level HMDA data as a potential      conforming loan limits for mortgages acquired by
                                                                                                            the GSEs. See Press Release, Fed. Hous. Fin.
                                                                                                                                                                  below the applicable limit will round to
                                                    privacy concern. 80 FR 66128, 66243 (Oct. 28,                                                                 the same thousand. $10,000 intervals
                                                    2015).                                                  Agency, ‘‘FHFA Announces Increase in Maximum
                                                      100 12 CFR 1003.4(a)(7) (effective Jan. 1, 2018).     Conforming Loan Limits for Fannie Mae and             will not allow users to calculate an
                                                      101 Supra note 83, at 51.
                                                                                                            Freddie Mac in 2017’’ (Nov. 23, 2016) https://        exact loan-to-value ratio, although users
                                                                                                            www.fhfa.gov/Media/PublicAffairs/Pages/FHFA-
                                                      102 12 CFR 1003, Appendix A, I.A.20.
                                                                                                            Announces-Increase-in-Maximum-Conforming-
                                                                                                                                                                  may still derive an estimated loan-to-
                                                      103 12 U.S.C. 2803
                                                                                                            Loan-Limits-for-Fannie-Mae-and-Freddie-Mac-in-        value ratio. However, the Bureau
                                                      104 12 U.S.C. 2803                                    2017.aspx.                                            believes that releasing the combined


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                                                    44602                        Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                    loan-to-value ratio, as it proposes to do,                application.108 For originated loans, this                institutional practices over different
                                                    will be more beneficial for fair lending                  date is generally the date of closing or                  time periods. Users of HMDA data may
                                                    purposes than the loan-to-value ratio                     account opening.109 Regulation C                          also use the date of action taken, in
                                                    that users would have calculated from                     provides some flexibility in reporting                    combination with application date, to
                                                    the exact loan amount and property                        the date for other types of actions taken,                screen for delays between application
                                                    value. Disclosing loan amount in                          such as applications denied, withdrawn,                   and action dates that appear to exist on
                                                    $10,000 intervals also decreases the                      or approved by the institution but not                    prohibited bases.
                                                    ability of adversaries to match HMDA                      accepted by the applicant. For example,                     The Bureau believes that disclosing
                                                    data to identified public records by                      for applications approved but not                         the action taken date would likely
                                                    reducing the uniqueness of a data field                   accepted, a financial institution may                     substantially facilitate the re-
                                                    common to both datasets. Because the                      report ‘‘any reasonable date, such as the                 identification of an applicant or
                                                    Bureau is also proposing to modify                        approval date, the deadline for                           borrower in the HMDA data. Disclosing
                                                    reported property value similarly,                        accepting the offer, or the date the file                 the action taken date would increase the
                                                    adversaries will be unable to use the                     was closed,’’ provided it adopts a                        ability of an adversary to associate a
                                                    combined loan-to-value ratio to reduce                    generally consistent approach.110 This                    HMDA record with an individual by
                                                    the effectiveness of the proposed                         date is submitted by financial                            matching it to an identified publicly
                                                    modification by deriving the reported                     institutions as the exact year, month,                    available record. As explained above,
                                                    loan amount. Although the proposed                        and day, in the format of                                 many jurisdictions publicly disclose
                                                    modifications do not entirely eliminate                   YYYYMMDD.111 Financial institutions                       real estate transaction records in an
                                                    the risk of re-identification that the                    are required to report this data field                    identified form, such as mortgages or
                                                    Bureau believes would likely be created                   under current Regulation C. As with the                   deeds of trust. These records contain the
                                                    by the disclosure of loan amount                          application date, the Board added the                     date that the lender and borrower
                                                    information, the Bureau believes that                     requirement to report the action taken                    entered into or executed the agreement,
                                                    the remaining risk would be justified by                  date as part of the amendments to                         which, like the application date, is
                                                    the benefits of disclosing loan amount                    Regulation C that implemented                             closely correlated with the action taken
                                                    with the proposed modifications.                          FIRREA.112 The action taken date is also                  date. Indeed, because the action taken
                                                       Therefore, the Bureau believes at this                 currently excluded from both the                          date for originated loans is generally the
                                                    time that, under the balancing test,                      modified loan/application register that                   date of closing or account opening, in
                                                    modifying loan amount as described                        each financial institution makes                          most cases these dates will be identical.
                                                    above appropriately balances the                          available to the public and the agencies’                 Therefore, in many cases, an adversary
                                                    privacy risks and disclosure benefits.                    loan-level release.113                                    could use the action taken date,
                                                    The Bureau seeks comment on this                            For the reasons given below, the                        combined with other data fields, to
                                                    proposal, including the proposed                          Bureau believes that disclosing the                       match a HMDA record to an identified
                                                    $10,000 intervals to be used for binning,                 action taken date in the loan-level                       public record.
                                                    the proposal to disclose the midpoint                     HMDA data released to the public                            The Bureau notes that, as with the
                                                    for each interval, and the proposal to                    would likely substantially facilitate the                 application date, the FFIEC excluded
                                                    indicate whether the reported loan                        identification of an applicant or                         the action taken date from the agencies’
                                                    amount exceeds the applicable GSE                         borrower and that this risk would not be                  loan-level HMDA data release because
                                                    conforming loan limit. Additionally, the                  justified by the benefits of the                          the data field could be used to re-
                                                    Bureau seeks comment on whether to                        disclosure. Therefore, the Bureau                         identify a particular applicant or
                                                    indicate that a reported loan amount                      proposes to modify the loan-level                         borrower in the data.114 Similarly,
                                                    exceeds the applicable limit for loans                    HMDA dataset made available to the                        Congress later identified the action
                                                    eligible for insurance by the Federal                     public by excluding the date of action                    taken date as one field that the Board
                                                    Housing Administration (FHA                               taken by the financial institution.                       should consider deleting from the
                                                    conforming loan limit).106 Factors not                      The action taken date may be useful                     modified loan/application register to
                                                    reflected in the HMDA data may affect                     for identifying possible discriminatory                   protect the privacy of applicants and
                                                    the accuracy of any such indicator, such                  lending patterns and enforcing                            borrowers.115
                                                    as whether the loan amount has been                       antidiscrimination statutes. The fair                       If the HMDA data were re-identified,
                                                    increased by the amount of any one-                       lending benefits provided by the date of                  the Bureau believes that, similar to the
                                                    time or up-front mortgage insurance                       action taken are similar to those                         application date, the action taken date
                                                    premium that will be financed as part of                  provided by the date of application,                      would likely disclose minimal, if any,
                                                    the loan, in which case the loan may be                   described above. The action taken date                    information about an applicant or
                                                    eligible for insurance despite appearing                  helps ensure that users who are                           borrower that may be harmful or
                                                    in the HMDA data to exceed the                            evaluating potential disparities in                       sensitive. As with the application date,
                                                    applicable FHA conforming loan                            pricing or other terms and conditions                     the action taken date is not an
                                                    limit.107 The Bureau seeks comment on                     are comparing applicants or borrowers                     inherently sensitive data field; it is
                                                    the value of indicating whether the                       who obtained loans on similar dates,                      associated with an applicant or
                                                    reported loan amount exceeds the FHA                      thereby controlling for factors that might                borrower for only a single transaction in
                                                    conforming loan limit in light of these                   provide a legitimate explanation for                      the context of mortgage lending and
                                                    limitations.                                              such disparities, such as different
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                                                    Action Taken Date                                         market interest rates or different                          114 The FFIEC noted that ‘‘[a]n unedited form of

                                                                                                                                                                        the data would contain information that could be
                                                       The 2015 HMDA Final Rule requires                        108 12                                                  used to identify individual loan applicants’’ and
                                                                                                                       CFR 1003.4(a)(8)(ii) (effective Jan. 1, 2018).
                                                    financial institutions to report the date                   109 Comment   4(a)(8)(ii)–5 (effective Jan. 1, 2018).
                                                                                                                                                                        that the data would be edited prior to public release
                                                    of action taken by the financial                                                                                    to remove the application identification number,
                                                                                                                110 Comment 4(a)(8)(ii)–4 (effective Jan. 1, 2018).
                                                                                                                                                                        the date of application, and the date of final action.
                                                    institution on a covered loan or                            111 Supra note 83, at 52.
                                                                                                                                                                        55 FR 27886, 27888 (July 6, 1990).
                                                                                                                112 54 FR 51356 (Dec. 15, 1989).                          115 Housing and Community Development Act,
                                                      106 See   24 CFR 203.18.                                  113 See 12 U.S.C. 2803(j)(2)(B)(i); 12 CFR              Public Law 102–550, section 932(a), 106 Stat. 3672,
                                                      107 24   CFR 203.18c.                                   1003.5(c).                                                3889 (1992).



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                                                                                Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices                                                       44603

                                                    does not reflect an intrinsic connection                  property address submitted by financial                  Bureau considers this public availability
                                                    to an individual. Further, the Bureau                     institutions will include, as applicable,                to reduce the risk of harm and
                                                    believes that the action taken date                       the street address, city name, State                     sensitivity from the release of this data
                                                    would be unlikely to be used for                          name, and zip code.119 Financial                         field. However, the Bureau believes that
                                                    targeted marketing of products and                        institutions are not required to report                  the widespread availability of property
                                                    services that pose risks that may not be                  this data field under current Regulation                 addresses creates a significant risk of re-
                                                    apparent.                                                 C. The Bureau added the requirement to                   identification. The Bureau believes that
                                                       Although the Bureau proposes not to                    report property address in the 2015                      adversaries could easily match the
                                                    disclose the action taken date, the loan-                 HMDA Final Rule to implement the                         property address contained in the
                                                    level data will disclose the year in                      Dodd-Frank Act’s amendment to HMDA                       HMDA data to identified publicly
                                                    which final action was taken. As with                     providing for the collection and                         available property address information.
                                                    application date, the Bureau considered                   reporting of, ‘‘as the Bureau may                        Property addresses are publicly
                                                    binning the values reported for action                    determine to be appropriate, the parcel                  available through a number of sources,
                                                    taken date into quarterly or semi-annual                  number that corresponds to the real                      including real estate transaction records,
                                                    intervals. However, the Bureau believes                   property pledged or proposed to be                       property tax records, reverse phone
                                                    that quarterly intervals would fail to                    pledged as collateral.’’ 120                             directories, online real estate databases,
                                                    reduce re-identification risk adequately                     For the reasons given below, the                      and online ‘‘people search’’ Web sites.
                                                    and that, compared to not disclosing                      Bureau believes that disclosing the                      Because the address disclosed under
                                                    action taken date, the gains in data                      property address in the loan-level                       Regulation C typically would be
                                                    utility that semi-annual intervals might                  HMDA data released to the public                         identical to the address contained in
                                                    allow do not justify the increase in                      would substantially facilitate the re-                   these publicly available records, an
                                                    privacy risk. Disclosing the action taken                 identification of an applicant or                        adversary would know that any match
                                                    date in quarterly intervals would still                   borrower and that this risk would not be                 was likely to be accurate. Therefore,
                                                    provide an individual with a narrow                       justified by the benefits of the                         disclosing the property address in the
                                                    range of identified public records                        disclosure. Therefore, the Bureau                        loan-level HMDA data would
                                                    against which to compare the HMDA                         proposes to modify the loan-level                        substantially facilitate the re-
                                                    data. And although disclosing action                      HMDA dataset made available to the                       identification of an applicant or
                                                    taken dates in semi-annual intervals                      public by excluding the property                         borrower. Further, even if disclosing the
                                                    would reduce re-identification risk as                    address.                                                 property address would not permit
                                                    compared to quarterly intervals, it                          The address of the property securing                  matching, the Bureau believes that the
                                                    would only marginally increase the                        the loan would be useful for identifying                 disclosure of the property address alone
                                                    utility over the current, annual                          possible discriminatory lending                          could be used in harmful ways. For
                                                    intervals, while still increasing privacy                 patterns. With the exact property                        example, disclosure of property address
                                                    risk. Users would need a narrower range                   address, users could examine these                       would allow an applicant or borrower to
                                                    to help ensure that they were comparing                   patterns at a finer level of detail than                 be targeted with marketing for products
                                                    borrowers who obtained loans under                        that permitted by the census tract or                    and services that may pose risks that are
                                                    similar market conditions. The Bureau                     other geographic boundaries. More                        not apparent.
                                                    believes at this time that, under the                     precise geographic identification would                     As an alternative to excluding the
                                                    balancing test, excluding action taken                    also better allow public officials to                    property address data field from the
                                                    date is a modification to the public loan-                target geographic areas that might                       loan-level HMDA data released to the
                                                    level HMDA data that appropriately                        benefit from public or private sector                    public, the Bureau considered releasing
                                                    balances the risks to applicant and                       investment. Users could also better                      property address in a less granular form.
                                                    borrower privacy and the benefits of                      determine whether financial institutions                 For example, the Bureau could release
                                                    disclosure.116 The Bureau seeks                           are serving the housing needs of their                   geographic information that identifies
                                                    comment on this proposal.                                 communities with information that                        the property securing the loan with less
                                                                                                              would enable identification of specific                  specificity. However, for most
                                                    Property Address
                                                                                                              neighborhoods and communities                            reportable transactions, Regulation C
                                                       The 2015 HMDA Final Rule requires                      smaller than census tracts. Finally, the                 already requires reporting of three
                                                    financial institutions to report the                      property address would allow users to                    additional, less-precise geographic
                                                    address of the property securing the                      understand better the amount of equity                   identifiers: (1) State; (2) county; and (3)
                                                    loan or, in the case of an application,                   retained in that property over time by                   census tract. As discussed above, the
                                                    proposed to secure the loan.117 This                      tracking multiple liens associated with                  Bureau proposes to release these data
                                                    address corresponds to the property                       the same dwelling. This information                      fields without modification. Further, as
                                                    identified on the legal obligation related                would help identify communities with                     discussed below in part IV.A, the
                                                    to the covered loan.118 The format of the                 overleveraged properties.                                Bureau proposes to identify in the
                                                                                                                 The Bureau believes that disclosure of                public loan-level HMDA data the MSA
                                                       116 However, as described above, the year of the
                                                                                                              the property address itself would likely                 or MD for each reported record. Other
                                                    loan-level HMDA data will disclose the year in
                                                    which the action was taken. With respect to               present minimal, if any, risk of harm or                 geographic identifiers exist with a level
                                                    quarterly release of the HMDA data, the Bureau            sensitivity. Property owners’ addresses                  of precision between census tract and
                                                    stated in the 2015 HMDA Final Rule that, based on         are generally widely publicly                            property address to which property
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                                                    its analysis to date, ‘‘disclosure of loan-level data
                                                    with more granular date information than year of
                                                                                                              available.121 As explained above, the                    addresses could be mapped, such as
                                                    final action would create risks to applicant and                                                                   census block and census block group.
                                                    borrower privacy that are not outweighed by the             119 Comment   4(a)(9)(i)–2 (effective Jan. 1, 2018).   However, the Bureau believes that these
                                                    benefits of such disclosure.’’ 80 FR 66128, 66243           120 12 U.S.C. 2803(b)(6)(H).                           identifiers present similar re-
                                                    n.389 (Oct. 28, 2015).                                      121 The Bureau understands that some
                                                       117 12 CFR 1003.4(a)(9)(i) (effective Jan. 1, 2018).
                                                                                                                                                                       identification risk to property address
                                                                                                              jurisdictions may allow borrowers to prevent their
                                                       118 Comment 4(a)(9)(i)–1 (effective Jan. 1, 2018).     identities from being disclosed in public records,       because they are sufficiently precise to
                                                    For applications ‘‘the address should correspond to       and some applicants or borrowers, such as victims
                                                    the location of the property proposed to secure the       of domestic violence, may hide their addresses to        person or to prevent other unwanted intrusions
                                                    loan as identified by the applicant.’’                    prevent certain individuals from locating them in        upon the sanctuary or seclusion of their homes.



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                                                    44604                      Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                    enable an adversary to match them to                     although information about an                          shown in the public loan-level HMDA
                                                    publicly available property address                      individual’s age may be available for                  data as between 45 and 54. The Bureau
                                                    information. The Bureau believes at this                 purchase under some circumstances,                     also proposes to bottom-code age under
                                                    time that, under the balancing test,                     birth and similarly reliable records                   25 and to top-code age over 74. For
                                                    excluding property address is a                          reflecting age typically are not available             example, a reported age of 22 would be
                                                    modification to the public loan-level                    to the general public without barriers to              shown in the public loan-level HMDA
                                                    HMDA data that appropriately balances                    access or use restrictions. The Bureau                 data as 24 or under. The Bureau
                                                    the risks to applicant and borrower                      believes that age likely would be                      proposes the particular intervals
                                                    privacy and the benefits of disclosure.                  considered sensitive by many if not                    described above to allow HMDA data
                                                    The Bureau seeks comment on this                         most consumers and that disclosure of                  users to analyze HMDA data in
                                                    proposal.                                                an identified applicant’s or borrower’s                combination with data found in other
                                                                                                             age could lead to dignity harm or                      public data sources, such as U.S. Census
                                                    Age
                                                                                                             embarrassment. The Bureau believes                     Bureau data.127 Finally, the Bureau
                                                       The 2015 HMDA Final Rule requires                     that many consumers would consider                     proposes to indicate whether a reported
                                                    financial institutions to report the age of              the disclosure of identified age to the                age is 62 or higher to enhance the utility
                                                    an applicant or borrower.122 A financial                 general public to be outside of societal               of the data for identifying the particular
                                                    institution complies with this                           and cultural expectations. The Bureau                  fair lending risks that may be posed
                                                    requirement by reporting age, as of the                  also believes that identified age could be             with regard to elderly populations. The
                                                    application date reported, as the number                 used to target marketing to applicants                 Bureau recognizes that an effect of this
                                                    of whole years derived from the date of                  and borrowers, including marketing for                 indicator would be to divide the 55 to
                                                    birth as shown on the application                        products and services that may pose                    64 bin into two bins, 55 to 61 and 62
                                                    form.123 The Bureau added the                            risks that are not apparent, and that the              to 64. The Bureau seeks comment on
                                                    requirement in the 2015 HMDA Final                       inclusion of this data field in the public             whether privacy risks created by such
                                                    Rule to report age to implement the                      loan-level HMDA data would increase                    increased precision are justified by the
                                                    Dodd-Frank Act’s amendment to HMDA                       the risk of such uses compared to today.               benefits of disclosure in the proposed
                                                    providing for the collection and                         The Bureau notes that in section                       ranges. Specifically, the Bureau seeks
                                                    reporting of age.124                                     304(h)(3)(A), added by the Dodd-Frank                  comment on whether, instead of binning
                                                       For the reasons given below, the                      Act, Congress specifically identified age              as proposed and indicating whether a
                                                    Bureau believes that disclosing the                      as a data field to which a modification                reported age is 62 or higher, the Bureau
                                                    applicant or borrower age in the loan-                   under section 304(h)(1)(E) should apply                should structure the bins to disclose
                                                    level HMDA data released to the public                   if the Bureau determines it to be                      reported ages of 55 to 74 in ranges of 55
                                                    would likely disclose information about                  necessary to protect the privacy                       to 61 and 62 to 74. The Bureau believes
                                                    the applicant or borrower that is not                    interests of applicants or borrowers.126               at this time that, under the balancing
                                                    otherwise public and may be harmful or                      The Bureau believes that public                     test, the proposed modifications to the
                                                    sensitive and that this risk would not be                disclosure in the loan-level HMDA                      public loan-level HMDA dataset would
                                                    justified by the benefits of the                         dataset of unmodified applicant or                     appropriately balance the risks to
                                                    disclosure. Therefore, the Bureau                        borrower age may create some risk of                   applicant and borrower privacy and the
                                                    proposes to modify the loan-level                        facilitating the re-identification of                  benefits of disclosure. The Bureau seeks
                                                    HMDA dataset disclosed to the public                     applicants and borrowers in the HMDA                   comment on this proposal, including
                                                    by binning and top- and bottom-coding                    data, but that this field likely would not             the proposal to bin age and the
                                                    age and by indicating whether the                        substantially facilitate re-identification.            proposed intervals to be used for
                                                    reported value is 62 or higher.                          For example, though information about                  binning.
                                                       Applicant or borrower age would                       an individual’s age may be available for
                                                    assist users in identifying possible                     purchase under some circumstances, the                 Credit Score
                                                    discriminatory lending patterns and                      Bureau believes that an adversary                         The 2015 HMDA Final Rule requires
                                                    enforcing antidiscrimination statutes.                   typically would face difficulty                        financial institutions to report, except
                                                    Age would be useful to evaluate                          attempting to re-identify an applicant or              for purchased covered loans, the credit
                                                    potential age discrimination in                          borrower in the HMDA data by using                     score or scores relied on in making the
                                                    lending.125 Disclosure of applicant or                   age to match HMDA records to other                     credit decision and the name and
                                                    borrower age also would assist in                        identified records. An applicant’s or                  version of the scoring model used to
                                                    identifying whether financial                            borrower’s age may be more likely to be                generate each credit score.128 It also
                                                    institutions are serving the housing                     known than other HMDA data by a                        provides that, for purposes of this
                                                    needs of their communities, including                    person with pre-existing knowledge of a                requirement, ‘‘credit score’’ has the
                                                    the needs of various age cohorts.                        specific applicant or borrower, however,               meaning set forth in section 609(f)(2)(A)
                                                       The Bureau believes that, if the                      and may help such an adversary to re-                  of the Fair Credit Reporting Act
                                                    HMDA data were re-identified,                            identify a particular applicant or                     (FCRA).129 The credit score or scores
                                                    disclosure of applicant or borrower age                  borrower.                                              relied on in making the credit decision
                                                    would likely reveal information about                       The Bureau believes that the loan-                  will be submitted as a numeric field,
                                                    the applicant or borrower that is not                    level HMDA data may be modified to                     e.g., 650.130 A financial institution will
                                                    otherwise public and may be harmful or                   appropriately reduce the privacy risks                 submit a code from a specified list to
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                                                    sensitive. The Bureau believes that,                     created by the public disclosure of age                indicate the name and version of the
                                                                                                             while preserving much of the benefits of
                                                      122 12 CFR 1003.4(a)(10)(ii) (effective Jan. 1,        the data field. The Bureau proposes to                   127 See, e.g., U.S. Census Bureau, ‘‘Age and Sex

                                                    2018).                                                   disclose age binned into the following                 Composition: 2010,’’ at tbl. 2, available at https://
                                                      123 Comment 4(a)(1)(ii)–1 (effective Jan. 1, 2018).                                                           www.census.gov/prod/cen2010/briefs/c2010br-
                                                                                                             ranges, as applicable: 25 to 34; 35 to 44;             03.pdf (disclosing age in five-year intervals, i.e., 25
                                                      124 12 U.S.C. 2803(b)(4).
                                                      125 For example, ECOA and Regulation B
                                                                                                             45 to 54; 55 to 64; and 65 to 74. For                  to 29, 30 to 34, 35 to 40, etc.).
                                                    generally prohibit creditors from discriminating         example, a reported age of 52 would be                   128 12 CFR 1003.4(a)(15)(i) (effective Jan. 1, 2018).
                                                                                                                                                                      129 15 U.S.C. 1681g(f)(2)(A).
                                                    against applicants in credit transactions on the basis
                                                    of age. 12 U.S.C. 1691(b)(1); 12 CFR 1002.4(a).           126 12   U.S.C. 2803(h)(3)(A)(ii).                      130 Supra note 83, at 62–63.




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                                                                              Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices                                              44605

                                                    scoring model used to generate each                     summary of a consumer’s apparent                        HMDA data on the modified loan/
                                                    credit score reported.131 The Bureau                    creditworthiness, based on the                          application register ranges from to 3 to
                                                    added the requirement in the 2015                       consumer’s credit report, and reflects                  15 months. An applicant’s or borrower’s
                                                    HMDA Final Rule to report information                   the likelihood relative to other                        credit score may change enough over
                                                    about the credit score or scores relied on              consumers that the consumer will                        these time periods to reduce the
                                                    to implement the Dodd-Frank Act’s                       default on a credit obligation. Identified              usefulness of a score disclosed in the
                                                    amendment to HMDA providing for the                     consumer credit scores and the                          public HMDA data for marketing
                                                    collection and reporting of ‘‘the credit                consumer reports upon which they are                    purposes. However, the Bureau does not
                                                    score of mortgage applicants and                        based are not available to the general                  believe that the passage of these time
                                                    mortgagors, in such form as the Bureau                  public. To the extent credit scores based               periods would reduce the risk of
                                                    may prescribe.’’ 132                                    on consumer reports are available for                   sensitivity created by the disclosure of
                                                       For the reasons given below, the                     commercial purposes, they may be                        credit score. For example, the Bureau
                                                    Bureau believes that disclosing the                     obtained under limited circumstances                    does not believe that a borrower would
                                                    credit score or scores relied on in                     and are subject to restrictions on their                consider the disclosure of her identified
                                                    making the credit decision in the loan-                 use.134 The Bureau believes that most                   six-month-old credit score to be much
                                                    level HMDA data released to the public                  consumers consider their credit score to                less sensitive than disclosure of her
                                                    would likely disclose information about                 be very sensitive information. The                      current credit score; the potential for
                                                    the applicant or borrower that is not                   Bureau believes that public disclosure                  dignity or reputational harm or
                                                    otherwise public and may be harmful or                  of an applicant’s or borrower’s                         embarrassment from a neighbor or other
                                                    sensitive and that this risk would not be               identified credit score could lead to                   acquaintance learning the information
                                                    justified by the benefits of the                        dignity or reputational harm or                         remains significant.
                                                    disclosure. Therefore, the Bureau                       embarrassment, and that many                               The Bureau believes that disclosure in
                                                    proposes to modify the public loan-level                consumers would consider the                            the loan-level HMDA data of the credit
                                                    HMDA dataset by excluding the credit                    disclosure of identified credit scores to               score or scores relied on in making the
                                                    score or scores relied on in making the                 the general public to be outside of                     credit decision creates minimal risk, if
                                                    credit decision.133                                     societal and cultural expectations. The                 any, of substantially facilitating the re-
                                                       The credit score or scores relied on in              Bureau also believes that an identified                 identification of applicants and
                                                    making the credit decision would assist                 credit score could be used to target                    borrowers in the HMDA data. As
                                                    users in identifying possible                           marketing to applicants and borrowers,                  discussed above, credit scores are not
                                                    discriminatory lending patterns and                     including marketing for products and                    included in identified records available
                                                    enforcing antidiscrimination statutes.                  services that may pose risks that are not               to the general public. A creditor or
                                                    Applicants’ credit scores generally are                 apparent, and that the inclusion of this                marketer may possess identified credit
                                                    considered to be important indicators of                data field in the public loan-level                     score information obtained in
                                                    creditworthiness and are used in                        HMDA data would increase the risk of                    connection with, for example, an
                                                    mortgage underwriting and pricing                       such uses compared to today.135 The                     application for credit or a request for a
                                                    decisions. Disclosure of the credit score               Bureau notes that in section                            prescreened list, but the Bureau does
                                                    in the public loan-level HMDA data                      304(h)(3)(A), added by the Dodd-Frank                   not believe that such information would
                                                    would help ensure that users are                        Act, Congress specifically identified                   be useful for purposes of re-identifying
                                                    comparing applicants and borrowers                      credit score as a data field to which a                 an applicant or borrower in the loan-
                                                    with similar credit profiles, thereby                   modification under section 304(h)(1)(E)                 level HMDA data. The variation in
                                                    controlling for factors that might                      should apply if the Bureau determines                   credit scoring models and versions,
                                                    provide a legitimate explanation for                    it to be necessary to protect the privacy               along with the likely difference in the
                                                    disparities in credit and pricing                       interests of applicants or borrowers.136                dates that a credit score in the HMDA
                                                    decisions. Credit scores would also                        The Bureau has considered the extent                 data and the credit score information in
                                                    assist in identifying whether financial                 to which the age of the loan-level                      possession of a creditor or marketer
                                                    institutions are serving the housing                    HMDA data at the time it is disclosed                   were created, would make matching the
                                                    needs of their communities. For                         may reduce the risk of harm or                          credit score in loan-level HMDA data to
                                                    example, in order to serve the housing                  sensitivity created by the public                       such privately held information
                                                    needs of particular communities, a                      disclosure of credit score were the                     challenging and unreliable. The Bureau
                                                                                                            HMDA data to be re-identified. For                      believes an adversary would face
                                                    financial institution may offer different
                                                                                                            example, as noted above, timely data are                substantial difficulty attempting to re-
                                                    types of loan products in communities
                                                                                                            essential for most marketing or                         identify an applicant or borrower by
                                                    with high numbers of borrowers with
                                                                                                            advertising efforts, and the delay                      using credit score or scores relied on to
                                                    high credit scores than in communities
                                                                                                            between the date a reported credit score                match HMDA records to other identified
                                                    with high numbers of borrowers with
                                                                                                            is obtained by the financial institutions               records.
                                                    low credit scores.                                                                                                 The Bureau considered whether
                                                       The Bureau believes that, if the                     and public disclosure of the loan-level
                                                                                                                                                                    modifications to the public loan-level
                                                    HMDA data were re-identified,                                                                                   HMDA dataset other than excluding
                                                                                                               134 Credit scores based on consumer credit reports
                                                    disclosure of the credit score relied on                                                                        credit score, such as binning or
                                                                                                            are consumer reports for purposes of the Fair Credit
                                                    in making the credit decision would                     Reporting Act (FCRA). Accordingly, for example,         rounding of credit score, would
                                                    likely disclose information about the                   they may be obtained from a consumer reporting
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                                                                                                                                                                    appropriately reduce the privacy risks
                                                    applicant or borrower that is not                       agency only for a permissible purpose under the
                                                                                                                                                                    created by the disclosure of credit score
                                                    otherwise public and may be harmful or                  statute, such as in connection with an application
                                                                                                            for credit. See 12 U.S.C. 1681b(a).                     in the loan-level data while maintaining
                                                    sensitive. A credit score is a numerical                   135 For example, a marketer currently may obtain     some utility for HMDA’s purposes.
                                                      131 Supra
                                                                                                            from a consumer reporting agency a ‘‘prescreened’’      However, the Bureau believes that these
                                                                note 83, at 63–64.                          list of consumers meeting certain criteria, such as
                                                      132 12
                                                                                                                                                                    strategies would not appropriately
                                                             U.S.C. 2803(b)(6)(I).                          a minimum credit score, only for the purpose of
                                                      133 As noted above, the Bureau proposes to            making a ‘‘firm offer of credit or insurance.’’ 15      reduce the risk of harm or sensitivity
                                                    disclose without modification the reported name         U.S.C. 1681b(c), 1681a(l).                              and that the gains in data utility that
                                                    and version of the credit score model used.                136 12 U.S.C. 2803(h)(3)(A)(i).                      these strategies might allow would not


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                                                    44606                      Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                    justify the privacy risk created by the                 decisions and some pricing decisions.                 applicant’s or borrower’s debt-to-income
                                                    disclosure of the modified field. For                   Disclosure of debt-to-income ratio in the             ratio, especially at higher ratios, could
                                                    example, the Bureau believes that, even                 public loan-level HMDA data would                     lead to dignity or reputational harm or
                                                    if it were to disclose in the loan-level                help ensure that users are comparing                  embarrassment. The Bureau also
                                                    HMDA data the credit score for a                        applicants and borrowers with similar                 believes that, especially with respect to
                                                    particular record as being in one of two                profiles, thereby controlling for factors             higher or lower debt-to-income ratios,
                                                    or three large bins, this information                   that might provide a legitimate                       identified information about an
                                                    would still create a significant                        explanation for disparities in credit and             identified applicant’s or borrower’s debt
                                                    sensitivity risk if the record were re-                 pricing decisions. Debt-to-income ratio               could be used to target marketing to the
                                                    identified. The Bureau believes that the                values that are at or close to regulatory             applicant or borrower, including
                                                    utility to HMDA’s purposes of such                      or program benchmarks are especially                  marketing for products and services that
                                                    binned credit score information would                   critical to identifying possible                      may pose risks that are not apparent.
                                                    not justify these risks. The Bureau                     discriminatory lending patterns. These                   The Bureau believes that disclosure in
                                                    believes at this time that, under the                   benchmarks include, for example, the                  the loan-level HMDA data of the debt-
                                                    balancing test, excluding credit score is               43 percent debt-to-income limit for a                 to-income ratio relied on in making the
                                                    a modification to the public loan-level                 qualified mortgage under Regulation                   credit decision creates minimal risk, if
                                                    HMDA data that appropriately balances                   Z 140 and the debt-to-income ratio limits             any, of substantially facilitating the re-
                                                    the risks to applicant and borrower                     imposed by guarantors and investors.141               identification of applicants and
                                                    privacy and the benefits of disclosure.                 Disclosure of debt-to-income ratio also               borrowers in the HMDA data. As
                                                    The Bureau seeks comment on this                        would assist in identifying whether                   mentioned above, information about a
                                                    proposal.                                               financial institutions are serving the                consumer’s debts is not included in
                                                                                                            housing needs of their communities. For               identified records available to the
                                                    Debt-to-Income Ratio                                                                                          general public and, to the extent such
                                                                                                            example, in order to serve the housing
                                                       The 2015 HMDA Final Rule requires                    needs of particular communities,                      information is available for commercial
                                                    financial institutions to report, except                financial institutions may offer different            purposes, it generally may be obtained
                                                    for purchased covered loans, the ratio of               types of loan products in communities                 under limited circumstances and is
                                                    the applicant’s or borrower’s total                     with high numbers of borrowers with                   subject to restrictions on its use. To the
                                                    monthly debt to the total monthly                       high debt-to-income ratios than in                    extent that a creditor possessed
                                                    income relied on in making the credit                   communities with high numbers of                      information about an applicant or
                                                    decision (debt-to-income ratio).137 The                 borrowers with low debt-to-income                     borrower’s debt or debt-to-income ratio,
                                                    debt-to-income ratio relied on in making                ratios.                                               the Bureau does not believe that such
                                                    the credit decision will be submitted as                   The Bureau believes that, if the                   information would be useful for
                                                    a percentage.138 The Bureau added the                   HMDA data were re-identified,                         purposes of re-identifying an applicant
                                                    requirement in the 2015 HMDA Final                      disclosure of an applicant’s or                       or borrower in the loan-level HMDA
                                                    Rule to report information about the                    borrower’s debt-to-income ratio relied                data. The variation in methods of
                                                    debt-to-income ratio relied on using its                on in making the credit decision would                calculating debt-to-income ratio along
                                                    discretionary authority to require the                  likely disclose information about the                 with changes in the ratio or the amount
                                                    reporting of ‘‘such other information as                applicant or borrower that is not                     of debt over time would make using
                                                    the Bureau may require’’ provided by                                                                          debt-to-income ratio in the public loan-
                                                                                                            otherwise public and may be harmful or
                                                    the Dodd-Frank Act’s amendment to                                                                             level HMDA data to match to any
                                                                                                            sensitive. The debt-to-income ratio
                                                    HMDA.139                                                                                                      privately held debt or debt-to-income
                                                                                                            generally reflects the amount of an
                                                       For the reasons given below, the                                                                           ratio information challenging and
                                                                                                            applicant’s or borrower’s monthly debt,
                                                    Bureau believes that disclosing the debt-                                                                     unreliable. The Bureau believes an
                                                                                                            including the payment for the mortgage
                                                    to-income ratio relied on in making the                                                                       adversary would face substantial
                                                                                                            loan sought or originated, relative to his
                                                    credit decision in the loan-level HMDA                                                                        difficulty attempting to re-identify an
                                                                                                            or her monthly income. In addition,
                                                    data released to the public would likely                                                                      applicant or borrower by using debt-to-
                                                                                                            when combined with other information
                                                    disclose information about the applicant                                                                      income ratio or debt amount to match
                                                                                                            that the Bureau proposes to publicly
                                                    or borrower that is not otherwise public                                                                      HMDA records to other identified
                                                                                                            disclose in the loan-level HMDA data,                 records.
                                                    and may be harmful or sensitive and
                                                                                                            such as information about the mortgage                   The Bureau believes that disclosing
                                                    that, for certain debt-to-income ratio
                                                                                                            loan sought or originated and applicant               unmodified debt-to-income ratio values
                                                    values, this risk would not be justified
                                                                                                            or borrower income relied on in making                in the loan-level HMDA data released to
                                                    by the benefits of the disclosure.
                                                                                                            the credit decision, disclosure of debt-              the public would create risks to
                                                    Therefore, the Bureau proposes to
                                                                                                            to-income ratio may permit a user to                  applicant and borrower privacy but that,
                                                    modify the loan-level HMDA dataset by
                                                                                                            approximate the amount of the                         with respect to debt-to-income values
                                                    binning and top- and bottom-coding
                                                                                                            applicant’s or borrower’s monthly debt                greater than or equal to 40 percent and
                                                    certain debt-to-income ratio values.
                                                                                                            excluding mortgage debt. Information                  less than 50 percent, these risks would
                                                       The debt-to-income ratio relied on in
                                                                                                            about a consumer’s debt is not available              be justified by the benefits of disclosure
                                                    making the credit decision would assist
                                                                                                            to the general public without barriers to             to HMDA’s purposes. Debt-to-income
                                                    users in identifying possible
                                                                                                            access and restrictions on use. The                   ratio values in this range are generally
                                                    discriminatory lending patterns and
                                                                                                            Bureau believes that most consumers
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                                                    enforcing antidiscrimination statutes.                                                                        at or close to regulatory and guarantor
                                                                                                            consider information about their debt to              and investor program benchmarks and
                                                    Applicants’ debt-to-income ratios
                                                                                                            be sensitive information and that the                 are especially critical to identifying
                                                    generally are considered to be important
                                                                                                            public disclosure of an identified                    possible discriminatory lending patterns
                                                    indicators of ability to repay and are
                                                    used in mortgage underwriting                                                                                 because they may reveal non-
                                                                                                              140 12 CFR 1026.43(e)(2)(vi).
                                                                                                              141 See,
                                                                                                                                                                  discriminatory explanations for
                                                                                                                      e.g., Fannie Mae, ‘‘B3–6–02: Debt to
                                                      137 12CFR 1003.4(a)(23) (effective Jan. 1, 2018).     Income Ratios,’’ (Aug. 30, 2016), available at
                                                                                                                                                                  differential treatment. Accordingly, the
                                                      138 Supranote 83, at 36, 38.                          https://www.fanniemae.com/content/guide/selling/      Bureau proposes to release reported
                                                      139 HMDA section 304(b)(6).                           b3/6/02.html.                                         debt-to-income values of greater than or


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                                                                              Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices                                               44607

                                                    equal to 40 percent and less than 50                      The Bureau seeks comment on this                        value would allow users to calculate a
                                                    percent without modification.                           proposal, including both the proposal to                  loan-to-value ratio, an important
                                                       With respect to all other debt-to-                   bin and top- and bottom-code certain                      variable in underwriting. The loan-to-
                                                    income ratio values, the Bureau believes                debt-to-income values and the proposed                    value ratio would help ensure that users
                                                    that the risks to applicant and borrower                intervals to be used for binning.                         who are evaluating potential disparities
                                                    privacy that would be created by the                                                                              in underwriting outcomes, pricing, or
                                                                                                            Property Value
                                                    disclosure of the unmodified field likely                                                                         other terms and conditions are
                                                    would not be justified by the benefits of                  The 2015 HMDA Final Rule requires                      comparing applicants or borrowers who
                                                    the disclosure, but that the loan-level                 financial institutions to report the value                obtained or applied for loans with
                                                    HMDA data may be modified to                            of the property securing the covered                      similar loan-to-value ratios, thereby
                                                    appropriately reduce the privacy risks                  loan or, in the case of an application,                   controlling for factors that might
                                                    while preserving some of the benefits of                proposed to secure the covered loan.143                   provide a legitimate explanation for
                                                    the data field. The Bureau proposes to                  Financial institutions will report the                    disparities.
                                                    bin reported debt-to-income ratio values                value relied on in making the credit                        The Bureau believes that disclosing
                                                    into the following ranges, as applicable:               decision, such as an appraisal value or                   the exact property value would likely
                                                    20 percent to less than 30 percent; 30                  the purchase price of the property.144                    substantially facilitate the re-
                                                    percent to less than 40 percent; and 50                 The property value will be reported in                    identification of an applicant or
                                                    percent to less than 60 percent. For                    numeric form reflecting the exact dollar                  borrower. As with loan amount,
                                                    example, a reported debt-to-income                      amount of the value relied on.145 The                     property value is a numeric data field
                                                    ratio of 35 percent would be shown in                   Bureau added the requirement to report                    that will often consist of at least six
                                                    the loan-level HMDA data disclosed to                   the property value relied on in the 2015                  digits, which increases its contribution
                                                    the public as a debt-to-income ratio of                 HMDA Final Rule to implement the                          to the uniqueness of a particular HMDA
                                                    between 30 percent and less than 40                     Dodd-Frank Act’s amendment to HMDA                        record. As discussed above, many
                                                    percent. The Bureau also proposes to                    providing for the collection and                          jurisdictions publicly disclose property
                                                    bottom-code reported debt-to-income                     reporting of the value of the real                        tax records or real estate transaction
                                                    ratio values under 20 percent and to                    property pledged or proposed to be                        records in an identified form, such as
                                                    top-code reported debt-to-income ratios                 pledged as collateral.146                                 mortgages or deeds of trust. These
                                                    of 60 percent or higher. For example, a                    For the reasons given below, the                       records contain estimates of property
                                                    reported debt-to-income ratio of 63                     Bureau believes that disclosing the                       value or information that is closely
                                                    percent would be shown in the public                    property value in the loan-level HMDA                     related to property value. Although the
                                                    loan-level HMDA data as 61 percent or                   data released to the public would likely                  value of the property reflected in these
                                                    higher. The Bureau believes at this time                substantially facilitate the re-                          public records generally will not be
                                                    that, under the balancing test, these                   identification of an applicant or                         identical to the property value relied on
                                                    modifications to the public loan-level                  borrower and that this risk would not be                  by the financial institution in making
                                                    HMDA data would appropriately                           justified by the benefits of the                          the credit decision, the Bureau believes
                                                    balance the risks to applicant and                      disclosure. Therefore, the Bureau                         that it may be close enough to permit
                                                    borrower privacy and the benefits of                    proposes to modify the loan-level                         matching. Therefore, in many cases, an
                                                    disclosure.                                             HMDA data by disclosing the midpoint                      adversary could use the exact property
                                                       The Bureau has considered whether it                 for the $10,000 interval into which the                   value, combined with other fields, to
                                                    should disclose debt-to-income ratio at                 reported property value falls. For                        match a HMDA record to an identified
                                                    or close to 36 percent without                          example, for a property value of                          publicly available record.
                                                    modification.142 It is the Bureau’s                     $117,834, the Bureau would disclose                         If the HMDA data were re-identified,
                                                    understanding that, for many financial                  $115,000 as the midpoint between                          the Bureau believes that the property
                                                    institutions, debt-to-income ratio of 36                values equal to $110,000 and less than                    value would likely disclose minimal, if
                                                    percent serves as an internal                           $120,000.                                                 any, information about an applicant or
                                                    underwriting benchmark, so that the                        The property value data field would                    borrower that may be harmful or
                                                    ability to identify whether an                          be useful for determining whether                         sensitive. In some cases, the property
                                                    applicant’s debt-to-income ratio is above               financial institutions are serving the                    value may be combined with other
                                                    or below this value would help users                    housing needs of their communities.                       information to identify borrowers with
                                                    seeking to identify possible                            Users could better understand the                         high levels of equity, which information
                                                    discriminatory lending patterns to                      values of properties for which financial                  could be used to target borrowers with
                                                    control for factors that might provide a                institutions are (and are not) providing                  predatory lending offers. For most
                                                    legitimate explanation for disparities in               financing to consumers in certain                         consumers, however, the Bureau
                                                    credit or pricing decisions. The Bureau                 communities. The property value,                          believes that property value would be
                                                    seeks comment on whether the benefits                   combined with the loan amount and                         unlikely to be used for targeted
                                                    of disclosing more granular information                 combined loan-to-value ratio, can also                    marketing of products and services that
                                                    concerning debt-to-income ratio values                  be used to determine whether the                          pose risks that may not be apparent.
                                                    at or around 36 percent would justify                   property is subject to a second lien.                     Indeed, the Bureau believes that
                                                    the risks to applicant and borrower                     Property value would also be beneficial                   information about borrower equity is
                                                    privacy such disclosure would likely                    for identifying possible discriminatory
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                                                                                                                                                                      already available to many marketers and
                                                    create and how such information should                  lending patterns and enforcing                            may be calculated or estimated from
                                                    be disclosed.                                           antidiscrimination statutes. Combined                     publicly available property tax or real
                                                                                                            with the loan amount, the property                        estate transaction records that include
                                                      142 For example, debt-to-income values of
                                                                                                              143 12
                                                                                                                                                                      loan amounts and property values, such
                                                    between 35 percent and 40 percent could be                          CFR 1003.4(a)(28) (effective Jan. 1, 2018).
                                                                                                              144 Id.                                                 as mortgages and real estate sales
                                                    disclosed without modification, or the Bureau
                                                    could indicate in the loan-level HMDA data                145 Supranote 83, at 71.                                records. Estimates of property value are
                                                    disclosed to the public whether the reported debt-        146 Dodd-Frank  Act section 1094(3)(A)(iv), 12          also available through online real estate
                                                    to-income ratio is 36 percent or higher.                U.S.C. 2803(b)(6)(A).                                     databases.


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                                                    44608                         Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                       The Bureau believes that the loan-                      submitted by financial institutions in                     If the HMDA data were re-identified,
                                                    level HMDA data may be modified to                         numeric form, such as 123450.148 The                    the Bureau believes that the NMLSR ID
                                                    appropriately reduce the privacy risks                     Bureau added the requirement to report                  would likely disclose minimal, if any,
                                                    created by the public disclosure of the                    the NMLSR ID in the 2015 HMDA Final                     information about an applicant or
                                                    property value while preserving much                       Rule to implement the Dodd-Frank Act’s                  borrower that may be harmful or
                                                    of the benefits of the data field. The                     requirement that financial institutions                 sensitive. The Bureau understands that
                                                    Bureau believes that disclosing the                        report, ‘‘as the Bureau may determine to                the NMLSR ID may allow users to
                                                    midpoint for the $10,000 interval into                     be appropriate, a unique identifier that                determine information that loan
                                                    which the reported property value falls                    identifies the loan originator as set forth             originators may consider sensitive.
                                                    provides enough precision to allow                         in section 1503 of the [Secure and Fair                 However, as explained in the 2015
                                                    users to rely on property value to                         Enforcement for] Mortgage Licensing                     HMDA Final Rule, because the Dodd-
                                                    achieve HMDA’s purposes. For                               Act of 2008.’’ 149                                      Frank Act explicitly amended HMDA to
                                                    example, $10,000 intervals will provide                       For the reasons given below, the                     add a loan originator identifier, while at
                                                    general information about values of                        Bureau believes that disclosing the                     the same time directing the Bureau to
                                                    properties for which financial                             NMLSR ID in the loan-level HMDA data                    modify or require modification of
                                                    institutions are providing financing.                      released to the public would likely                     itemized information ‘‘for the purpose
                                                    Such intervals will not allow users to                     substantially facilitate the re-                        of protecting the privacy interests of the
                                                    calculate an exact loan-to-value ratio,                    identification of an applicant or                       mortgage applicants or mortgagors,’’ the
                                                    although users may still derive an                         borrower and that this risk would not be                Bureau believes it is reasonable to
                                                    estimated loan-to-value ratio. However,                    justified by the benefits of the                        interpret HMDA as not requiring
                                                    the Bureau believes that releasing the                     disclosure. Therefore, the Bureau                       modifications of itemized information to
                                                    combined loan-to-value ratio, as it                        proposes to modify the loan-level                       protect the privacy interests of mortgage
                                                    proposes to do, will be more beneficial                    HMDA data by excluding the NMLSR                        loan originators, and that that
                                                    for fair lending purposes than the loan-                   ID.                                                     interpretation best effectuates the
                                                    to-value ratio that users would have                                                                               purposes of HMDA.151 Rather, under the
                                                    calculated from the exact loan amount                         The NMLSR ID would be useful for
                                                                                                               identifying possible discriminatory                     balancing test, the Bureau evaluates the
                                                    and property value. Disclosing the                                                                                 risks to applicant and borrower privacy
                                                    midpoint for the $10,000 interval into                     lending patterns and enforcing
                                                                                                               antidiscrimination statutes. The NMLSR                  interests and the benefits of public
                                                    which the reported property value falls                                                                            disclosure in light of the statutory
                                                    also decreases the ability of adversaries                  ID would allow users to identify
                                                                                                               individual mortgage loan originators                    purposes. Because the NMLSR ID
                                                    to match HMDA data to identified                                                                                   conveys no sensitive information about
                                                    public records by reducing the                             with primary responsibility over
                                                                                                               applications, originations, and                         applicants or borrowers, the Bureau
                                                    uniqueness of a data field common to                                                                               believes that disclosure of this data field
                                                    both datasets. Because the Bureau is                       purchased loans. This information
                                                                                                               would help public officials and                         would create minimal, if any, risk of
                                                    also proposing to bin loan amount                                                                                  harm or sensitivity under the balancing
                                                    similarly, adversaries will be unable to                   members of the public to identify loan
                                                                                                               originators that are engaged in                         test. However, because the Bureau
                                                    use the combined loan-to-value ratio to                                                                            believes that disclosing the NMLSR ID
                                                    reduce the effectiveness of the proposed                   problematic business practices, which
                                                                                                               would provide a greater level of                        in the loan-level HMDA data released to
                                                    modification by deriving the reported                                                                              the public would likely substantially
                                                    property value. Although such                              precision for understanding and
                                                                                                               correcting possible discriminatory                      facilitate the re-identification of an
                                                    modifications do not entirely eliminate                                                                            applicant or borrower and that this risk
                                                    the risk of re-identification, the Bureau                  lending patterns.
                                                                                                                                                                       would not be justified by the benefits of
                                                    believes that the remaining risk would                        The Bureau believes that disclosing
                                                                                                                                                                       the disclosure, the Bureau proposes not
                                                    be justified by the benefits of disclosing                 the NMLSR ID would likely
                                                                                                                                                                       to disclose in the loan-level HMDA data
                                                    the property value in $10,000 intervals.                   substantially facilitate the re-
                                                                                                                                                                       the NMLSR ID.
                                                    Therefore, the Bureau believes at this                     identification of an applicant or
                                                    time that, under the balancing test,                       borrower in the HMDA data. The                             The Bureau has considered whether a
                                                    modifying property value as described                      NMLSR ID is required to appear on                       modification to the public loan-level
                                                    above appropriately balances the                           various documents associated with the                   HMDA dataset other than exclusion of
                                                    privacy risks and disclosure benefits.                     loan, including the security                            the NMLSR ID would appropriately
                                                    The Bureau seeks comment on this                           instrument.150 As explained above,                      reduce the privacy risks created by
                                                    proposal, including both the proposed                      many jurisdictions publicly disclose                    disclosure while maintaining some
                                                    $10,000 intervals to be used for binning                   these real estate transaction records in                utility for HMDA’s purposes. For
                                                    and the proposal to disclose the                           an identified form. Although the                        example, as with the ULI, the Bureau
                                                    midpoint for each interval.                                NMLSR ID is not unique to an                            has considered whether it could, in the
                                                                                                               individual HMDA record, it is unique to                 loan-level HMDA data disclosed to the
                                                    Nationwide Mortgage Licensing System                                                                               public, replace the NMLSR ID reported
                                                    and Registry Identifier                                    the mortgage loan originator who is
                                                                                                               unlikely to be associated with many                     to the regulators with a different unique
                                                       The 2015 HMDA Final Rule requires                       loans for which the other HMDA data                     number, such as a hashed value. The
                                                    financial institutions to report ‘‘the                     fields are identical. Therefore, in many                Bureau is unable to identify a feasible
                                                                                                                                                                       modification at this time, however. The
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                                                    unique identifier assigned by the                          cases, an adversary could use the
                                                    Nationwide Mortgage Licensing System                       NMLSR ID, combined with other data                      Bureau believes at this time that, under
                                                    and Registry [NMLSR ID] for the                            fields, to match a HMDA record to an                    the balancing test, excluding the
                                                    mortgage loan originator, as defined in                    identified public record.                               NMLSR ID is a modification to the
                                                    Regulation G, 12 CFR 1007.102, or                                                                                  public loan-level HMDA data that
                                                    Regulation H, 12 CFR 1008.23, as                             148 Supra
                                                                                                                                                                       appropriately balances the risks to
                                                                                                                           note 83, at 75.
                                                    applicable.’’ 147 The NMLSR ID will be                       149 Dodd-Frank Act section 1094(3)(A)(iv), 12
                                                                                                                                                                       applicant and borrower privacy and the
                                                                                                               U.S.C. 2803(b)(6)(F).
                                                      147 12   CFR 1003.4(a)(34) (effective Jan. 1, 2018).       150 12 CFR 1026.36(g).                                  151 80   FR 66128, 66232 (Oct. 28, 2015).



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                                                                                  Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices                                                         44609

                                                    benefits of disclosure. The Bureau seeks                    lending patterns and enforcing                          The Bureau has considered whether
                                                    comment on this proposal.                                   antidiscrimination statutes. The AUS                 modifications to the public loan-level
                                                                                                                result would assist in understanding a               HMDA data other than the exclusion of
                                                    Automated Underwriting System Result
                                                                                                                financial institution’s underwriting                 AUS result would appropriately reduce
                                                       The 2015 HMDA Final Rule requires                        decision-making and would help ensure                the privacy risks created by the
                                                    that, except for purchased covered                          that users are comparing applicants and              disclosure of the AUS result while
                                                    loans, financial institutions report ‘‘the                  borrowers with similar profiles, thereby             maintaining some utility for HMDA’s
                                                    name of the automated underwriting                          controlling for factors that might                   purposes. However, the Bureau does not
                                                    system used by the financial institution                    provide a legitimate explanation for                 believe that AUS result can be modified
                                                    to evaluate the application and the                         disparities in credit and pricing                    in a manner that appropriately protects
                                                    result generated by that automated                          decisions.                                           privacy and that also preserves utility.
                                                    underwriting system.’’ 152 The 2015                            The Bureau believes that, if the                  AUS result is a categorical field, as
                                                    HMDA Final Rule defines ‘‘automated                         HMDA data were re-identified,                        opposed to a numerical one, and thus
                                                    underwriting system’’ for the purposes                      disclosure of AUS result would likely                cannot be binned or rounded. The
                                                    of this requirement as ‘‘an electronic                      disclose information about the applicant             Bureau believes at this time that, under
                                                    tool developed by a securitizer, Federal                    or borrower that is not otherwise public             the balancing test, excluding AUS result
                                                    government insurer, or Federal                              and may be harmful or sensitive.                     is a modification to the public loan-level
                                                    government guarantor that provides a                        Applicants’ AUS results are not                      HMDA data that appropriately balances
                                                    result regarding the credit risk of the                     available to the general public. An AUS              the risks to applicant and borrower
                                                    applicant and whether the covered loan                      result is based on a complex set of                  privacy and the benefits of disclosure.
                                                    is eligible to be originated, purchased,                    factors used to evaluate the credit risk             The Bureau seeks comment on this
                                                    insured, or guaranteed by that                              associated with a loan. The traditional
                                                    securitizer, Federal government insurer,                                                                         proposal.
                                                                                                                underwriting process often uses, among
                                                    or Federal government guarantor.’’ 153 A                    other things, loan-to-value ratio to                 Free-Form Text Fields
                                                    financial institution will submit a code                    evaluate collateral, credit score to
                                                    from a specified list to indicate the                                                                               The 2015 HMDA Final Rule requires
                                                                                                                evaluate creditworthiness and
                                                    result or results generated by the AUS                                                                           financial institutions to use free-form
                                                                                                                willingness to pay, and debt-to-income
                                                    or AUSs used.154 Up to five AUS names                                                                            text fields to report certain data. For
                                                                                                                ratio to evaluate ability to pay. The
                                                    and five AUS results may be                                                                                      example, the 2015 HMDA Final Rule
                                                                                                                result from an AUS reflects in a single
                                                    reported.155 The Bureau added these                                                                              requires financial institutions to report,
                                                                                                                indicator these and other factors used to
                                                    requirements in the 2015 HMDA Final                         evaluate the risk of the borrower and the            except for purchased covered loans, the
                                                    Rule using its discretionary authority to                   eligibility of the loan to be purchased,             credit score or scores relied on in
                                                    require the reporting of ‘‘such other                       insured, or guaranteed. The Bureau                   making the credit decision and the
                                                    information as the Bureau may require’’                     believes that, if a HMDA record were                 name and version of the scoring model
                                                    provided by the Dodd-Frank Act’s                            associated with an identifiable applicant            used to generate each credit score.159 A
                                                    amendment to HMDA.156                                       or borrower, disclosure of a ‘‘negative’’            financial institution will submit a code
                                                       For the reasons given below, the                         AUS result 158 would reveal information              from a specified list to indicate the
                                                    Bureau believes that disclosing in the                      that would likely be perceived as                    name and version of the scoring model
                                                    loan-level HMDA data released to the                        reflecting negatively on the applicant or            used to generate each credit score
                                                    public the AUS result field would likely                    borrower’s willingness or ability to pay.            reported.160 If the name and version of
                                                    disclose information about the applicant                    The Bureau believes that most                        the scoring model used to generate a
                                                    or borrower that is not otherwise public                    consumers would consider such                        credit score is not listed, the financial
                                                    and may be harmful or sensitive and                         information sensitive and that                       institution will submit the code for
                                                    that this risk would not be justified by                    disclosure of this information could                 ‘‘other credit scoring model’’ and will
                                                    the benefits of the disclosure. Therefore,                  lead to dignity harm or embarrassment.               report in a free-form text field the name
                                                    the Bureau proposes to modify the                           The Bureau believes that this field also             and version of the scoring model
                                                    public loan-level HMDA dataset by                           could be used to target marketing to                 used.161 Free-form text fields may also
                                                    excluding the AUS result field.157                          applicants or borrowers, including                   be used to report race,162 ethnicity,163
                                                       The AUS result would assist users in                                                                          reason for denial,164 and AUS system
                                                                                                                marketing of products and services that
                                                    identifying possible discriminatory                                                                              name.165 The maximum number of
                                                                                                                may pose risks that are not apparent.
                                                      152 12                                                       The Bureau believes that disclosure in            characters for the AUS system name
                                                               CFR 1003.4(a)(35)(i) (effective Jan. 1, 2018).
                                                      153 12   CFR 1003.4(a)(35)(ii) (effective Jan. 1,         the loan-level HMDA data of AUS result               free-form text field and for the reason
                                                    2018).                                                      would create minimal, if any, risk of                for denial free-form text field, including
                                                       154 Supra note 8, at 74–75. AUS result will be
                                                                                                                facilitating the re-identification of                spaces, is 255; the maximum number of
                                                    reported using the following codes: Code 1—                                                                      characters including spaces for all other
                                                    Approve/Eligible; Code 2—Approve/Ineligible;
                                                                                                                applicants and borrowers in the HMDA
                                                    Code 3—Refer/Eligible; Code 4—Refer/Ineligible;             data. The Bureau believes that AUS                   free-form text fields is 100. Free-form
                                                    Code 5—Refer with Caution; Code 6—Out of Scope;             results are not included in any public               text fields used to report race and
                                                    Code 7—Error; Code 8—Accept; Code 9—Caution;                records or found in other datasets                   ethnicity will be completed by
                                                    Code 10—Ineligible; Code 11—Incomplete; Code
                                                    12—Invalid; Code 13—Refer; Code 14—Eligible;
                                                                                                                available to the public and that an
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                                                    Code 15—Unable to Determine; Code 16—Other;                 adversary would face substantial                       159 12    CFR 1003.4(a)(15)(i) (effective Jan. 1, 2018).
                                                                                                                                                                       160 Supra    note 83, at 33–34, 63–64.
                                                    Code 17—Not applicable. If the AUS result is not            difficulty attempting to re-identify an
                                                                                                                                                                       161 Id.
                                                    listed, the financial institution will submit code 16       applicant or borrower by using AUS
                                                    for ‘‘other’’ and will report in a free-form text field                                                            162 12    CFR 1003.4(a)(10)(i); supra note 83, at 21–
                                                    the name and version of the scoring model used.
                                                                                                                result to match HMDA records to other                31.
                                                       155 Comment 4(a)(35)–3 (concerning reporting of          identified records.                                    163 12    CFR 1003.4(a)(10)(i); supra note 83, at 17–
                                                    multiple AUS results); supra note 83, at 37–39, 73.                                                              20.
                                                       156 HMDA section 304(b)(6).                               158 For example, a ‘‘refer with caution’’ result      164 12    CFR 1003.4(a)(16); supra note 83, at 35–36.
                                                       157 As discussed above, the Bureau proposes to           would indicate that the loan would need to be          165 12    CFR 1003.4(a)(35)(i); supra note 83, at 38–
                                                    disclose AUS name.                                          manually underwritten.                               40.



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                                                    44610                       Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                    applicants; 166 all other free-form text                  to MSA/MD median family income,                         By March 31 following the calendar year
                                                    fields will be completed by the financial                 carried to two decimal places); Number                  for which the data was compiled, the
                                                    institution.                                              of Owner Occupied Units (number of                      Bureau will make available on the
                                                       Free-form text fields will allow the                   dwellings, including individual                         Bureau’s Web site a modified loan/
                                                    reporting of any information, including                   condominiums, that are lived in by the                  application register for each financial
                                                    information that creates risks to                         owner); and Number of 1- to 4-Family                    institution that timely submits its
                                                    applicant and borrower privacy. Given                     units (dwellings that are built to house                HMDA data.173 With respect to data
                                                    the volume of HMDA data reported each                     fewer than five families).169 These data                compiled in 2018 or later, this proposed
                                                    year, it will not be feasible for the                     are intended to provide additional                      Policy Guidance describes the
                                                    Bureau to review the contents of each                     context to the reported HMDA data. The                  modifications the Bureau proposes to
                                                    free-form text field submitted before                     Bureau proposes to continue to include                  apply to each financial institution’s
                                                    disclosing the loan-level HMDA data to                    these data in the loan-level HMDA data                  modified loan/application register as
                                                    the public. The Bureau believes at this                   disclosed to the public. The Bureau                     well as to the agencies’ loan-level
                                                    time that, under the balancing test,                      seeks comment on this proposal.                         release, with the possible exception of
                                                    excluding free-form text fields is a                        The FFIEC also currently includes                     modifications to reflect whether the
                                                    modification to the public loan-level                     with the agencies’ loan-level release an                loan amount is above the applicable
                                                    HMDA data that appropriately balances                     application date indicator reflecting                   GSE conforming loan limit, which may
                                                    the risks to applicant and borrower                       whether the application date was before                 be released later than March 31.174
                                                    privacy and the benefits of disclosure.                   January 1, 2004, on or after January 1,
                                                    The Bureau seeks comment on this                          2004, or not available. The Bureau                      C. Aggregate and Disclosure Reports
                                                    proposal.                                                 believes that this indicator is no longer                  HMDA and Regulation C require the
                                                                                                              useful to analysis of the HMDA data and                 FFIEC to make available a disclosure
                                                    IV. Other Considerations Related to                                                                               statement for each financial institution
                                                                                                              proposes to no longer include the
                                                    Disclosure                                                                                                        each year.175 The statute and regulation
                                                                                                              application date indicator in the loan-
                                                    A. Additional Data                                        level HMDA data disclosed to the                        also require the FFIEC to compile
                                                       Current Regulation C requires                          public. The Bureau seeks comment on                     aggregate data by census tract for all
                                                    financial institutions to report the                      this proposal.                                          financial institutions reporting under
                                                    location of the property to which the                                                                             HMDA and to produce tables indicating
                                                                                                              B. The Modified LAR and the Agencies’                   aggregate lending patterns for various
                                                    loan or application relates, by MSA or                    Loan-Level Release
                                                    by Metropolitan Division, by State, by                                                                            categories of census tracts grouped
                                                                                                                 As discussed above, HMDA requires                    according to location, age of housing
                                                    county, and by census tract, if the
                                                                                                              that financial institutions make                        stock, income level, and racial
                                                    institution has a home or branch office
                                                                                                              available to the public, upon request,                  characteristics.176 The FFIEC currently
                                                    in that MSA or Metropolitan
                                                                                                              ‘‘loan application register information’’               makes these aggregate data products
                                                    Division.167 To reduce burden on
                                                                                                              as defined by the Bureau and in the                     available in September of each year
                                                    financial institutions, the 2015 HMDA
                                                                                                              form required under regulations                         reflecting HMDA data reported for the
                                                    Final Rule eliminates from this
                                                                                                              prescribed by the Bureau.170 This                       preceding calendar year.
                                                    provision the requirement to report the
                                                                                                              information must be made available as                      The FFIEC, the Bureau, and the other
                                                    MSA or Metropolitan Division in which
                                                                                                              early as March 31 following the                         agencies continue to evaluate options
                                                    the property is located.168 The Bureau                                                                            for making available the disclosure
                                                                                                              calendar year for which the information
                                                    proposes to identify for each loan and                                                                            statements and aggregate data required
                                                                                                              was compiled.171 In addition to the
                                                    application subject to this provision the                                                                         by HMDA and the 2015 HMDA Final
                                                                                                              loan-level data made available by each
                                                    MSA or Metropolitan Division in which                                                                             Rule. The Bureau may also consider
                                                                                                              financial institution on its modified
                                                    the property securing or proposed to                                                                              making available other data products to
                                                                                                              loan/application register, the FFIEC
                                                    secure the loan is located and to include                                                                         enhance understanding of the HMDA
                                                                                                              currently makes available in September
                                                    this information in the loan-level                                                                                data and otherwise further the goals of
                                                                                                              of each year the agencies’ loan-level
                                                    HMDA data disclosed to the public so                                                                              the statute.
                                                                                                              release, which is a loan-level dataset
                                                    that the utility of these currently
                                                                                                              containing all reported HMDA data for                   D. Restricted Access Program
                                                    disclosed data fields are preserved. The
                                                                                                              the preceding calendar year.
                                                    Bureau seeks comment on this proposal.                       Under the 2015 HMDA Final Rule,                        As indicated in the supplementary
                                                       The FFIEC currently includes with                                                                              information to the 2014 HMDA
                                                                                                              financial institutions will no longer be
                                                    the agencies’ loan-level release the                                                                              Proposed Rule and the 2015 HMDA
                                                                                                              required to provide their modified loan/
                                                    following census and income data:                                                                                 Final Rule, the Bureau believes that
                                                                                                              application registers directly to the
                                                    Population (total population in tract);                                                                           HMDA’s public disclosure purposes
                                                                                                              public and will be required instead to
                                                    Minority Population Percent (percentage                                                                           may be furthered by allowing academics
                                                                                                              provide a notice advising members of
                                                    of minority population to total
                                                                                                              the public seeking their data that it may
                                                    population for tract, carried to two                                                                                 173 With respect to data that is submitted late, the
                                                                                                              be obtained on the Bureau’s Web site.172
                                                    decimal places); FFIEC Median Family                                                                              Bureau intends to make available a modified loan/
                                                    Income (FFIEC Median family income                                                                                application register by March 31 whenever possible,
                                                                                                                169 For more information concerning these data,
                                                                                                                                                                      or as soon thereafter as is feasible.
                                                    in dollars for the MSA/MD in which the                    including the sources of these data, see Federal           174 As noted above, HMDA data is reported by
                                                    tract is located (adjusted annually by                    Financial Institutions Examination Council, ‘‘FFIEC
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                                                                                                                                                                      March 1 of the year following the calendar year for
                                                    FFIEC)); Tract to MSA/MD Median                           Census and Demographic Data,’’ https://                 which the information was compiled, leaving the
                                                                                                              www.ffiec.gov/censusproducts.htm (last visited Mar.     Bureau as little as 30 days to prepare each financial
                                                    Family Income Percentage (percentage                      20, 2017).                                              institution’s modified loan/application register. The
                                                    of tract median family income compared                      170 HMDA section 304(j)(1). This requirement is       Bureau is exploring how best to provide the public
                                                                                                              implemented in 12 CFR 1003.5(c), which requires         with information concerning whether a loan is
                                                      166 Appendix B, paragraph 8 (effective Jan. 1,          that each financial institution make available to the   above the applicable GSE conforming loan limit.
                                                    2018).                                                    public its modified loan/application register,             175 12 U.S.C. 2803(k); 12 CFR 1003.5(b)(1)
                                                      167 12 CFR 1003.4(a)(9).                                sometimes referred to as a ‘‘modified LAR.’’            (effective Jan. 1, 2018).
                                                      168 12 CFR 1003.4(a)(9)(ii) (effective Jan. 1, 2018);     171 HMDA section 304(j)(5).                              176 12 U.S.C. 2809(a); 12 CFR 1003.5(f) (effective

                                                    80 FR 66128, 66187 (Oct. 28, 2015).                         172 12 CFR 1003.5(c) (effective Jan. 1, 2018).        Jan. 1, 2018).



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                                                                                  Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices                                                        44611

                                                    and industry and community                                 as providing the public and public                           On October 28, 2015, the Bureau
                                                    researchers to access the unmodified                       officials with sufficient information to                  published a final rule amending
                                                    HMDA dataset through a restricted                          enable them to determine whether                          Regulation C (2015 HMDA Final Rule)
                                                    access program, for research purposes.                     financial institutions are serving the                    to implement the Dodd-Frank Act
                                                    The Bureau continues to evaluate                           housing needs of the communities in                       amendments and make other
                                                    whether access to unmodified HMDA                          which they are located, and to assist                     changes.183 Most provisions of the 2015
                                                    data should be permitted through such                      public officials in their determination of                HMDA Final Rule go into effect on
                                                    a program, the options for such a                          the distribution of public sector                         January 1, 2018,184 and apply to data
                                                    program, and the risks and costs that                      investments in a manner designed to                       financial institutions will collect
                                                    may be associated with such a program.                     improve the private investment                            beginning in 2018 and will report
                                                                                                               environment.178 In 1989, the Board of                     beginning in 2019.
                                                    V. Regulatory Requirements
                                                                                                               Governors of the Federal Reserve
                                                       The Bureau concludes that the                           System (Board) recognized a third                         B. The Balancing Test
                                                    proposed Policy Guidance on Disclosure                     HMDA purpose of identifying possible                         In the 2015 HMDA Final Rule, in
                                                    of Loan-Level HMDA Data is a non-                          discriminatory lending patterns and                       consultation with the agencies and after
                                                    binding general statement of policy and/                   enforcing antidiscrimination statutes,                    notice and comment, the Bureau
                                                    or a rule of agency organization,                          which now appears with HMDA’s other                       interpreted HMDA, as amended by the
                                                    procedure, or practice exempt from                         purposes in Regulation C.179                              Dodd-Frank Act, to require that the
                                                    notice and comment rulemaking                                 In 2010, Congress enacted the Dodd-                    Bureau use a balancing test to determine
                                                    requirements under the Administrative                      Frank Wall Street Reform and Consumer                     whether and how HMDA data should be
                                                    Procedure Act pursuant to 5 U.S.C.                         Protection Act (Dodd-Frank Act).180                       modified prior to its disclosure to the
                                                    553(b). Notwithstanding this                               Among other changes, the Dodd-Frank                       public in order to protect applicant and
                                                    conclusion, the Bureau invites public                      Act expanded the scope of information                     borrower privacy while also fulfilling
                                                    comment on the proposed Policy                             relating to mortgage applications and                     HMDA’s public disclosure purposes.
                                                    Guidance. Because no notice of                             loans that must be collected, reported,                   The Bureau interpreted HMDA to
                                                    proposed rulemaking is required, the                       and disclosed under HMDA and                              require that public HMDA data be
                                                    Regulatory Flexibility Act does not                        authorized the Bureau to require                          modified when the release of the
                                                    require an initial or final regulatory                     financial institutions to collect, report,                unmodified data creates risks to
                                                    flexibility analysis.177 The existing                      and disclose additional information.                      applicant and borrower privacy interests
                                                    information collections contained in                       The Dodd-Frank Act amendments to                          that are not justified by the benefits of
                                                    Regulation C have been approved by the                     HMDA also added new section                               such release to the public in light of the
                                                    Office of Management and Budget                            304(h)(1)(E), which directs the Bureau                    statutory purposes. In such
                                                    (OMB) and assigned OMB control                             to develop regulations, in consultation                   circumstances, the need to protect the
                                                    number 3170–0008. The Bureau has                           with the agencies identified in section                   privacy interests of mortgage applicants
                                                    determined that this proposed Policy                       304(h)(2),181 that ‘‘modify or require                    or mortgagors requires that the itemized
                                                    Guidance does not impose any new or                        modification of itemized information,                     information be modified. This binding
                                                    revise any existing recordkeeping,                         for the purpose of protecting the privacy                 interpretation implemented HMDA
                                                    reporting, or disclosure requirements on                   interests of the mortgage applicants or                   sections 304(h)(1)(E) and 304(h)(3)(B)
                                                    covered entities or members of the                         mortgagors, that is or will be available                  because it prescribed standards for
                                                    public that would be collections of                        to the public.’’ Section 304(h)(3)(B), also               requiring modification of itemized
                                                    information requiring OMB approval                         added by the Dodd-Frank Act, directs                      information, for the purpose of
                                                    under the Paperwork Reduction Act, 44                      the Bureau to ‘‘prescribe standards for                   protecting the privacy interests of
                                                    U.S.C. 3501, et seq. The Bureau has a                      any modification under paragraph (1)(E)                   mortgage applicants and borrowers, that
                                                    continuing interest in the public’s                        to effectuate the purposes of [HMDA], in                  is or will be available to the public.185
                                                    opinions regarding this determination.                     light of the privacy interests of mortgage                   The Bureau has applied the balancing
                                                    At any time, comments regarding this                       applicants or mortgagors. Where                           test to determine whether and how to
                                                    determination may be sent to the                           necessary to protect the privacy                          modify the HMDA data reported under
                                                    Consumer Financial Protection Bureau                       interests of mortgage applicants or                       the 2015 HMDA Final Rule before it is
                                                    (Attention: PRA Office), 1700 G Street                     mortgagors, the Bureau shall provide for                  disclosed on the loan level to the public.
                                                    NW., Washington, DC 20552, or by                           the disclosure of information . . . in                    This Policy Guidance describes the
                                                    email to CFPB_Public_PRA@cfpb.gov.                         aggregate or other reasonably modified                    loan-level HMDA data that the Bureau
                                                                                                               form, in order to effectuate the purposes                 intends to make available to the public
                                                    VI. Proposed Policy Guidance on                            of [HMDA].’’ 182
                                                    Disclosure of Loan-Level HMDA Data                                                                                   beginning in 2019, with respect to data
                                                                                                                                                                         compiled by financial institutions in or
                                                      The text of the proposed Policy                            178 12  U.S.C. 2801(b).
                                                                                                                                                                         after 2018, including modifications that
                                                    Guidance is as follows:                                      179 54  FR 51356, 51357 (Dec. 15, 1989) (codified
                                                                                                               at 12 CFR 1003.1(b)(1)) (Bureau’s post-Dodd-Frank
                                                    Policy Guidance on Disclosure of Loan-                     Act Regulation C).                                        in a manner that is consistent with the purpose
                                                      Level HMDA Data                                             180 Dodd-Frank Wall Street Reform and Consumer         described in paragraph (1)(E); and (ii) age or any
                                                                                                               Protection Act, Public Law 111–203, 124 Stat. 1376,       other category of data described in paragraph (5) or
                                                    A. Background                                              1980, 2035–38, 2097–101 (2010).                           (6) of subsection (b), as the Bureau determines to
                                                                                                                                                                         be necessary to satisfy the purpose described in
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                                                      The Home Mortgage Disclosure Act                            181 These agencies are the prudential regulators—
                                                                                                                                                                         paragraph (1)(E), and in a manner consistent with
                                                    (HMDA), 12 U.S.C. 2801 et seq., requires                   the Board of Governors of the Federal Reserve
                                                                                                               System, the Federal Deposit Insurance Corporation,        that purpose.’’
                                                    certain financial institutions to collect,                 the National Credit Union Administration, and the            183 80 FR 66128 (Oct. 28, 2015); see also 80 FR

                                                    report, and disclose data about their                      Office of the Comptroller of the Currency—and the         69567 (Nov. 10, 2015) (making technical
                                                    mortgage lending activity. HMDA is                         Department of Housing and Urban Development.              corrections).
                                                                                                               Together with the Bureau, these agencies are                 184 Certain amendments to the definition of
                                                    implemented by Regulation C, 12 CFR                                                                                  financial institution went into effect on January 1,
                                                                                                               referred to herein as ‘‘the agencies.’’
                                                    part 1003. HMDA identifies its purposes                       182 Section 304(h)(3)(A) provides that a               2017. See 12 CFR 1003.2 (effective Jan. 1, 2017); 80
                                                                                                               modification under section 304(h)(1)(E) shall apply       FR 66128, 66308 (Oct. 28, 2015).
                                                      177 5   U.S.C. 603(a), 604(a).                           to information concerning ‘‘(i) credit score data . . .      185 80 FR 66128, 66134 (Oct. 28, 2015).




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                                                    44612                     Federal Register / Vol. 82, No. 184 / Monday, September 25, 2017 / Notices

                                                    the Bureau intends to apply to the data.                scores relied on in making the credit                   Dated: September 8, 2017.
                                                    The Bureau intends to continue to                       decision, collected pursuant to 12 CFR                Richard Cordray,
                                                    monitor developments affecting the                      1003.4(a)(15)(i); the principal reason or             Director, Bureau of Consumer Financial
                                                    application of the balancing test to the                reasons the financial institution denied              Protection.
                                                    HMDA data and may reconsider                            the application, if applicable, collected             [FR Doc. 2017–20409 Filed 9–22–17; 8:45 am]
                                                    whether and how to modify the HMDA                      pursuant to 12 CFR 1003.4(a)(16); and                 BILLING CODE 4810–AM–P
                                                    data, based on the application of the                   automated underwriting system name,
                                                    balancing test, in order to ensure the                  collected pursuant to 12 CFR
                                                    appropriate protection of applicant and                 1003.4(a)(35)(i).                                     ENVIRONMENTAL PROTECTION
                                                    borrower privacy in light of HMDA’s                        3. With respect to the amount of the               AGENCY
                                                    purposes. This Policy Guidance is non-                  covered loan or the amount applied for,
                                                    binding in part because flexibility to                  collected pursuant to 12 CFR                          [FRL–9966–90–ORD]
                                                    revise the modifications to be applied to               1003.4(a)(7), the Bureau intends to:
                                                                                                               a. Disclose the midpoint for the                   Ambient Air Monitoring Reference and
                                                    the public loan-level HMDA data is
                                                                                                            $10,000 interval into which the reported              Equivalent Methods: Designation of
                                                    necessary to maintain a proper
                                                                                                            value falls, e.g., for a reported value of            Three New Reference Methods
                                                    balancing of the privacy risks and
                                                    benefits of disclosure.                                 $117,834, disclose $115,000 as the                    AGENCY: Environmental Protection
                                                                                                            midpoint between values equal to                      Agency (EPA).
                                                    C. Loan-Level HMDA Data To Be                           $110,000 and less than $120,000; and
                                                    Disclosed to the Public                                                                                       ACTION: Notice.
                                                                                                               b. Indicate whether the reported value
                                                       The Bureau intends to publicly                       exceeds the applicable dollar amount                  SUMMARY:   Notice is hereby given that
                                                    disclose loan-level HMDA data reported                  limitation on the original principal                  the Environmental Protection Agency
                                                    pursuant to the 2015 HMDA Rule as                       obligation in effect at the time of                   (EPA) has designated three new
                                                    follows:                                                application or origination as provided                reference methods for measuring
                                                       1. Except as provided in paragraphs 2                under 12 U.S.C. 1717(b)(2) and 12                     concentrations of PM2.5, PM10, and
                                                    through 6 below, the Bureau intends to                  U.S.C. 1454(a)(2).                                    PM10-2.5 in the ambient air.
                                                    disclose all data as reported, without                     4. With respect to the age of an                   FOR FURTHER INFORMATION CONTACT:
                                                    modification.                                           applicant or borrower, collected                      Robert Vanderpool, Exposure Methods
                                                       2. The Bureau intends to exclude the                 pursuant to 12 CFR 1003.4(a)(10)(ii), the             and Measurement Division (MD–D205–
                                                    following from the public loan-level                    Bureau intends to:                                    03), National Exposure Research
                                                    HMDA data:                                                 a. Bin reported values into the                    Laboratory, U.S. EPA, Research Triangle
                                                       a. Universal loan identifier, collected              following ranges, as applicable: 25 to 34;            Park, North Carolina 27711. Phone:
                                                    pursuant to 12 CFR 1003.4(a)(1)(i);                     35 to 44; 45 to 54; 55 to 64; and 65 to
                                                       b. The date the application was                                                                            919–541–7877. Email:
                                                                                                            74;                                                   Vanderpool.Robert@epa.gov.
                                                    received or the date shown on the                          b. Bottom-code reported values under
                                                    application form, collected pursuant to                 25;                                                   SUPPLEMENTARY INFORMATION: In
                                                    12 CFR 1003.4(a)(1)(ii);                                   c. Top-code reported values over 74;               accordance with regulations at 40 CFR
                                                       c. The date of action taken by the                   and                                                   part 53, the EPA evaluates various
                                                    financial institution on a covered loan                    d. Indicate whether the reported value             methods for monitoring the
                                                    or application, collected pursuant to 12                is 62 or higher.                                      concentrations of those ambient air
                                                    CFR 1003.4(a)(8)(ii);                                      5. With respect to the ratio of the                pollutants for which EPA has
                                                       d. The address of the property                       applicant’s or borrower’s total monthly               established National Ambient Air
                                                    securing the loan or, in the case of an                 debt to the total monthly income relied               Quality Standards (NAAQSs) as set
                                                    application, proposed to secure the                     on in making the credit decision,                     forth in 40 CFR part 50. Monitoring
                                                    loan, collected pursuant to 12 CFR                      collected pursuant to 12 CFR                          methods that are determined to meet
                                                    1003.4(a)(9)(i);                                        1003.4(a)(23), the Bureau intends to:                 specific requirements for adequacy are
                                                       e. The credit score or scores relied on                 a. Bin reported values into the                    designated by the EPA as either
                                                    in making the credit decision, collected                following ranges, as applicable: 20                   reference methods or equivalent
                                                    pursuant to 12 CFR 1003.4(a)(15)(i);                    percent to less than 30 percent; 30                   methods (as applicable), thereby
                                                       f. The unique identifier assigned by                 percent to less than 40 percent; and 50               permitting their use under 40 CFR part
                                                    the Nationwide Mortgage Licensing                       percent to less than 60 percent;                      58 by States and other agencies for
                                                    System and Registry for the mortgage                       b. Bottom-code reported values under               determining compliance with the
                                                    loan originator, as defined in Regulation               20 percent;                                           NAAQSs.
                                                    G, 12 CFR 1007.102, or Regulation H, 12                    c. Top-code reported values of 60                     The EPA hereby announces the
                                                    CFR 1008.23, as applicable, collected                   percent or higher; and                                designation of three new reference
                                                    pursuant to 12 CFR 1003.4(a)(34);                          d. Disclose, without modification,                 methods for measuring concentrations
                                                       g. The result generated by the                       reported values greater than or equal to              of PM2.5, PM10, and PM10-2.5 in the
                                                    automated underwriting system used by                   40 percent and less than 50 percent.                  ambient air. These designations are
                                                    the financial institution to evaluate the                  6. With respect to the value of the                made under the provisions of 40 CFR
                                                    application, collected pursuant to 12                   property securing the covered loan or,                part 53, as amended on August 31, 2011
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                                                    CFR 1003.4(a)(35)(i); and                               in the case of an application, proposed               (76 FR 54326- 54341).
                                                       h. Free-form text fields used to report              to secure the covered loan, collected                    The new reference method for PM2.5
                                                    the following data: Applicant or                        pursuant to 12 CFR 1003.4(a)(28), the                 is a manual monitoring method based
                                                    borrower race, collected pursuant to 12                 Bureau intends to disclose the midpoint               on a specific PM2.5 sampler and is
                                                    CFR 1003.4(a)(10)(i); applicant or                      for the $10,000 interval into which the               identified as follows:
                                                    borrower ethnicity, collected pursuant                  reported value falls, e.g., for a reported               RFPS–0717–245, ‘‘Met One
                                                    to 12 CFR 1003.4(a)(10)(i); name and                    value of $117,834, disclose $115,000 as               Instruments, Inc. E–SEQ–FRM,’’
                                                    version of the credit scoring model used                the midpoint between values equal to                  sequential sampler configured for multi-
                                                    to generate each credit score or credit                 $110,000 and less than $120,000.                      event filter sampling of ambient


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Document Created: 2018-10-24 14:42:06
Document Modified: 2018-10-24 14:42:06
CategoryRegulatory Information
CollectionFederal Register
sudoc ClassAE 2.7:
GS 4.107:
AE 2.106:
PublisherOffice of the Federal Register, National Archives and Records Administration
SectionNotices
ActionNotice of proposed policy guidance with request for public comment.
DatesComments must be received on or before November 24, 2017.
ContactDavid Jacobs, Counsel, or Laura Stack, Senior Counsel, Office of Regulations, at 202-435-7700 or https:// reginquiries.consumerfinance.gov/.
FR Citation82 FR 44586 

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