Disclosure of Loan-Level HMDA Data

Published date31 January 2019
Citation84 FR 649
Record Number2018-28404
SectionNotices
CourtConsumer Financial Protection Bureau
Federal Register, Volume 84 Issue 21 (Thursday, January 31, 2019)
[Federal Register Volume 84, Number 21 (Thursday, January 31, 2019)]
                [Notices]
                [Pages 649-673]
                From the Federal Register Online via the Government Publishing Office [www.gpo.gov]
                [FR Doc No: 2018-28404]
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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: Final policy guidance.
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                SUMMARY: The Bureau of Consumer Financial Protection (Bureau) is
                issuing final policy guidance describing modifications that the Bureau
                intends to apply to the loan-level data that financial institutions
                report under the Home Mortgage Disclosure Act (HMDA) and Regulation C
                before the data is disclosed to the public. This final policy guidance
                applies to HMDA data compiled by financial institutions in or after
                2018 and made available to the public by the Bureau beginning in 2019.
                DATES: The Bureau released this final policy guidance on its website on
                December 21, 2018.
                FOR FURTHER INFORMATION CONTACT: Benjamin Cady and David Jacobs,
                Counsels; Laura Stack, Senior Counsel, Office of Regulations, at 202-
                435-7700 or https://reginquiries.consumerfinance.gov/. If you require
                this document in an alternative electronic format, please contact
                CFPB_Accessibility@cfpb.gov.
                SUPPLEMENTARY INFORMATION:
                I. Summary
                 HMDA 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. In 2010, the Dodd-Frank
                Wall Street Reform and Consumer Protection Act (Dodd-Frank Act) amended
                HMDA and transferred HMDA rulemaking authority and other functions from
                the Board of Governors of the Federal Reserve System (Board) to the
                Bureau. 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 by rule financial institutions to collect, report, and
                disclose additional information. In 2015, the Bureau published a final
                rule amending Regulation C (2015 HMDA Final Rule) to implement the
                Dodd-Frank Act amendments to HMDA and make other changes, including
                adding a number of new data points. Most provisions of the 2015 HMDA
                Final Rule took effect on January 1, 2018, and apply to data financial
                institutions collect beginning in 2018 and report beginning in 2019.
                With respect to the public disclosure of HMDA data, 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 protect applicant and
                borrower privacy while also fulfilling HMDA's public disclosure
                purposes. On September 25, 2017, the Bureau published proposed policy
                guidance that described the Bureau's balancing test and how the Bureau
                proposed to apply it to the loan-level HMDA data made available to the
                public.\1\
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                 \1\ Disclosure of Loan-Level HMDA Data, 82 FR 44586 (Sept. 25,
                2017) (hereinafter Proposed Policy Guidance).
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                 After considering the comments the Bureau received on the proposal,
                the Bureau is publishing this final policy guidance describing the
                loan-level HMDA data it intends to make available to the public,
                including modifications to be applied to the data. The Bureau intends
                to make these modifications to data financial institutions collected in
                2018 when the Bureau discloses that data in 2019. The Bureau is making
                these determinations based upon the information currently available to
                it, including the comments received on the proposal, with respect to
                the risks and benefits associated with the disclosure of loan-level
                HMDA data. The Bureau intends to commence a rulemaking in the spring of
                2019 that will enable it to identify more definitively modifications to
                the data that the Bureau determines to be appropriate under the
                balancing test and incorporate these modifications into a legislative
                rule. The rulemaking will reconsider the determinations reflected in
                this final policy guidance based upon the Bureau's experience
                administering the final policy guidance in 2019 and on a new rulemaking
                record, including data concerning the privacy risks posed by the
                disclosure of the HMDA data and the benefits of such disclosure in
                light of HMDA's purposes.
                 In developing this final policy guidance, the Bureau consulted with
                the prudential regulators (the Board, the Federal Deposit Insurance
                Corporation (FDIC), the National Credit Union Administration (NCUA),
                and the Office of the Comptroller of the Currency (OCC)); the
                Department of Housing and Urban Development (HUD); and the Federal
                Housing Finance Agency (FHFA).
                 For the reasons described below and in the proposed policy
                guidance,\2\ the Bureau is modifying its proposed policy guidance to
                change the proposed
                [[Page 650]]
                treatment of the following data fields: (1) The ratio of the
                applicant's or borrower's total monthly debt to the total monthly
                income relied on in making the credit decision; (2) the number of
                individual dwelling units related to the property securing the covered
                loan or, in the case of an application, proposed to secure the covered
                loan; and (3) the number of individual dwelling units related to the
                property securing the covered loan or, in the case of an application,
                proposed to secure the covered loan, that are income-restricted
                pursuant to Federal, State, or local affordable housing programs.
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                 \2\ See id. at 44596-44610.
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                 Pursuant to this final policy guidance, the Bureau intends to
                disclose loan-level HMDA data reported under Regulation C with the
                following modifications to the data: First, the Bureau intends to
                modify the public loan-level HMDA data to exclude: (1) The universal
                loan identifier or non-universal loan identifier; (2) the date the
                application was received or the date shown on the application form; (3)
                the date of action taken by the financial institution on a covered loan
                or application; (4) the address of the property securing the covered
                loan or, in the case of an application, proposed to secure the covered
                loan; (5) the credit score or scores relied on in making the credit
                decision; (6) the unique identifier assigned by the Nationwide Mortgage
                Licensing System and Registry for the mortgage loan originator; and (7)
                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: (1) Applicant or borrower race; (2) applicant or borrower
                ethnicity; (3) the name and version of the credit scoring model used;
                (4) the principal reason or reasons the financial institution denied
                the application, if applicable; and (5) the automated underwriting
                system name.
                 Second, the Bureau intends 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 loan or the
                amount applied for, the Bureau intends to disclose the midpoint for the
                $10,000 interval into which the reported value falls. The Bureau also
                intends 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 intends to bin reported values into
                the following ranges: 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.\3\ 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 intends to disclose without modification reported
                values greater than or equal to 36 percent and less than 50 percent.
                The Bureau also intends to bin reported values into the following
                ranges: 20 percent to less than 30 percent; 30 percent to less than 36
                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 intends to disclose the midpoint for the $10,000
                interval into which the reported value falls. With respect to the
                number of individual dwelling units related to the property securing
                the covered loan or, in the case of an application, proposed to secure
                the covered loan, the Bureau intends to bin reported values into the
                following ranges: 5 to 24; 25 to 49; 50 to 99; 100 to 149; and 150 and
                over. And with respect to the number of individual dwelling units
                related to the property securing the covered loan or, in the case of an
                application, proposed to secure the covered loan, that are income-
                restricted pursuant to Federal, State, or local affordable housing
                programs, the Bureau intends to disclose reported values as a
                percentage, rounded to the nearest whole number, of the value reported
                for the total number of individual dwelling units related to the
                property securing the covered loan.
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                 \3\ 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 mask any value that is above or below
                a certain threshold.
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                 This final policy guidance is exempt from notice and comment
                rulemaking requirements under the Administrative Procedure Act (APA), 5
                U.S.C. 553(b), and is non-binding. As previously noted, the Bureau
                believes that it is beneficial to commence a separate notice and
                comment legislative rulemaking under the APA to consider and adopt a
                more definitive approach to disclosing HMDA data to the public in
                future years. The Bureau will commence such a rulemaking in May 2019.
                II. Background
                A. HMDA's Purposes and the Public Disclosure of HMDA Data
                 HMDA requires certain financial institutions to collect, report,
                and disclose data about their mortgage lending activity. The home
                mortgage market is the country's largest market for consumer financial
                products and services, with $10 trillion in mortgage debt
                outstanding.\4\ Homeownership is a critical source of wealth-building
                for families and communities. As of 2016, 48 million consumers had a
                mortgage, representing 64 percent of all owner-occupied homes.\5\
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                 \4\ FRED Economic Data, ``Mortgage Debt Outstanding by Type of
                Property: One- to Four-Family Residences (MDOTP1T4FR),'' Fed. Res.
                Bank of St. Louis, Bd. of Govs. of the Fed. Res. Sys., https://fred.stlouisfed.org/series/MDOTP1T4FR (last updated Sept. 24, 2018).
                 \5\ U.S. Census Bureau, ``Selected Housing Characteristics:
                2012-2016 American Community Survey 5-Year Estimates,'' https://factfinder.census.gov/bkmk/table/1.0/en/ACS/16_5YR/DP04/0100000US
                (last visited Dec. 3, 2018).
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                 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.\6\ In
                1989, following amendments to HMDA, the 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.\7\ 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.
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                 \6\ 12 U.S.C. 2801(b).
                 \7\ See Home Mortgage Disclosure, 54 FR 51356, 51357 (Dec. 15,
                1989) (recognizing the purpose of identifying possible
                discriminatory lending patterns and enforcing antidiscrimination
                statutes in light of the 1989 amendments to HMDA, which mandated the
                reporting of the race, sex, and income of loan applicants).
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                 Public disclosure of HMDA data is central to the achievement of
                HMDA's purposes. Since HMDA's enactment in 1975, the data that
                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 HMDA data have been disclosed have
                evolved. As enacted and implemented
                [[Page 651]]
                in Regulation C, HMDA required covered financial institutions to make
                available to the public at their home and branch offices a ``disclosure
                statement'' reflecting aggregates of certain mortgage loan data.\8\ In
                1980, Congress amended HMDA section 304 to require that the Federal
                Financial Institutions Examination Council (FFIEC) implement a system
                to increase public access to the data required to be disclosed under
                the statute, including a ``central depository of data'' in each
                metropolitan statistical area (MSA). The 1980 HMDA amendments also
                required the FFIEC to compile annually, for each MSA, aggregate data by
                census tract for all financial institutions required to disclose data
                under HMDA. The 1980 amendments further required the FFIEC to 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\
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                 \8\ Home Mortgage Disclosure Act of 1975, Public Law 94-200,
                section 304, 89 Stat. 1124, 1125-28 (Dec. 31, 1975); 12 CFR
                203.5(a)(1) (effective June 28, 1976).
                 \9\ Housing and Community Development Act of 1980, Public Law
                96-399, section 340, 94 Stat. 1614, 1657-59 (1980).
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                 In 1989, Congress amended HMDA to require that financial
                institutions collect, report, and disclose data concerning the race,
                sex, and income of applicants and borrowers, as well as data on loan
                applications, in addition to originations and purchases.\10\ In
                implementing these amendments in Regulation C, the Board required
                financial institutions to report HMDA data to Federal regulators on a
                loan-by-loan and application-by-application basis using the ``loan/
                application register'' format.\11\ In 1990, the FFIEC issued a notice
                announcing 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: application or loan number, application
                date, and action taken date.\12\ The FFIEC stated 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.'' \13\ The FFIEC first disclosed the reported loan-
                level HMDA data to the public in October 1991.
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                 \10\ Financial Institutions Reform, Recovery and Enforcement Act
                (FIRREA), Public Law 101-73, section 1211, 103 Stat. 183, 524-26
                (1989).
                 \11\ 54 FR 51356, 51361 (Dec. 15, 1989).
                 \12\ Home Mortgage Disclosure Act; Disclosure Statements and
                Aggregate MSA Reports; Availability of Data, 55 FR 27886, 27888
                (July 6, 1990).
                 \13\ Id.
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                 In 1992, Congress amended HMDA to add section 304(j), which
                required 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.\14\ The Board implemented this amendment by
                requiring that financial institutions make their ``modified'' loan/
                application registers available to the public after deleting the same
                three fields deleted from the loan-level HMDA data disclosed by the
                FFIEC.\15\
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                 \14\ Housing and Community Development Act, Public Law 102-550,
                section 932, 106 Stat. 3672, 3889-91 (1992).
                 \15\ 12 CFR 203.5(a)-(e) (effective Mar. 1, 1993).
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                B. The Dodd-Frank Act and Amendments to HMDA and Regulation C
                 In 2010, the Dodd-Frank Act amended HMDA and transferred HMDA
                rulemaking authority and other functions from the Board to the
                Bureau.\16\ 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 by rule 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),\17\ 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].'' \18\
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                 \16\ Dodd-Frank Wall Street Reform and Consumer Protection Act,
                Public Law 111-203, 124 Stat. 1376, 1980, 2035-38, 2097-2101 (2010).
                 \17\ These agencies are the prudential regulators--the Board,
                the FDIC, the NCUA, and the OCC--and HUD. Together with the Bureau,
                these agencies are referred to herein as ``the agencies.''
                 \18\ 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.'' 12 U.S.C. 2803(h)(3)(A).
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                 On October 28, 2015, the Bureau published the 2015 HMDA Final Rule
                to implement the Dodd-Frank Act amendments and make other changes,
                including adding a number of new data points.\19\ Most provisions of
                the 2015 HMDA Final Rule took effect on January 1, 2018, and apply to
                data financial institutions collect beginning in 2018 and report
                beginning in 2019. The 2015 HMDA Final Rule addressed the public
                disclosure of HMDA data in two ways.
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                 \19\ Home Mortgage Disclosure (Regulation C), 80 FR 66128 (Oct.
                28, 2015); see also Home Mortgage Disclosure (Regulation C), 80 FR
                69567 (Nov. 10, 2015) (making technical corrections).
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                 First, the 2015 HMDA Final Rule shifted public disclosure of HMDA
                data entirely to the agencies. Beginning with HMDA data compiled in
                2017, financial institutions were no longer required to provide their
                modified loan/application registers and disclosure statements directly
                to the public. Instead, they were required only to provide a notice
                advising members of the public seeking their data that the data may be
                obtained on the Bureau's website. In addition to reducing burden on
                financial institutions, this shift of responsibility to the agencies
                eliminated risks to financial institutions associated with errors in
                preparing their modified loan/application registers that could result
                in the unintended disclosure of data. This shift of responsibility also
                permitted 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, this shift of
                responsibility allowed for easier adjustment of modifications as
                privacy risks and potential uses of HMDA data evolve.
                 Second, 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 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
                [[Page 652]]
                interests that are not justified by the benefits of such release to the
                public in light of HMDA's statutory purposes.\20\ The 2015 HMDA Final
                Rule's interpretation of HMDA section 304(h)(1)(E) and 304(h)(3)(B) to
                require a balancing test imposed 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 to protect applicant and borrower privacy while also
                fulfilling HMDA's public disclosure purposes.
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                 \20\ 80 FR 66128, 66134 (Oct. 28, 2015).
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                 On September 25, 2017, the Bureau published proposed policy
                guidance that described the Bureau's balancing test and how the Bureau
                proposed to apply it to the loan-level HMDA data made available to the
                public beginning in 2019, with respect to data compiled by lenders in
                or after 2018.\21\
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                 \21\ See 82 FR 44586 (Sept. 25, 2017).
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                 On May 24, 2018, the President signed into law the Economic Growth,
                Regulatory Relief, and Consumer Protection Act (EGRRCPA), which amended
                HMDA by adding partial exemptions from HMDA's data collection and
                reporting requirements for certain insured depository institutions and
                insured credit unions.\22\ On September 7, 2018, the Bureau published
                an interpretive and procedural rule to implement and clarify the
                EGRRCPA's requirements (2018 HMDA Final Rule).\23\ Among other things,
                the Bureau clarified that institutions covered by a partial exemption
                have the option of reporting exempt data points as long as they report
                all data fields that the specific data point comprises. The Bureau also
                clarified which of the data points in Regulation C are covered by the
                partial exemptions.\24\ The partial exemptions apply beginning with the
                2018 HMDA data, which institutions must report to the Bureau by March
                1, 2019.
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                 \22\ Economic Growth, Regulatory Relief, and Consumer Protection
                Act, Public Law 115-174, section 104(a), 132 Stat. 1296 (2018). The
                EGRRCPA provided, among other things, that the requirements of HMDA
                section 304(b)(5) and (6) (which requires collection and reporting
                of certain data points and provides the Bureau discretion to require
                additional data points) shall not apply to closed-end mortgage loans
                of an insured depository institution or insured credit union if the
                institution originated fewer than 500 closed-end mortgage loans in
                each of the two preceding calendar years. The EGRRCPA also included
                a similar exemption with respect to open-end lines of credit.
                 \23\ Partial Exemptions from the Requirements of the Home
                Mortgage Disclosure Act Under the Economic Growth, Regulatory
                Relief, and Consumer Protection Act (Regulation C), 83 FR 45325
                (Sept. 7, 2018).
                 \24\ The Bureau interpreted the partial exemption to cover 26 of
                the 48 HMDA data points, including 12 data points that the Bureau
                added to Regulation C in the 2015 HMDA Final Rule to implement data
                points specifically identified in HMDA section 304(b)(5)(A) through
                (C) or (b)(6)(A) through (I), and 14 data points that were not found
                in Regulation C prior to the Dodd-Frank Act and that the Bureau
                required in the 2015 HMDA Final Rule pursuant to its discretionary
                authority under HMDA sections 304(b)(5)(D) and (b)(6)(J).
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                III. 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 HMDA's purposes. The Bureau included in the
                proposed policy guidance a detailed description of the balancing test
                and its proposed application, including the benefits of public
                disclosure, the risks to applicant and borrower privacy that may be
                created by public disclosure, and the Bureau's approach to balancing
                these benefits and risks, including through modifying some of the data
                to be disclosed.
                 As described in more detail in the proposal,\25\ under the
                balancing test, the disclosure of the loan-level HMDA dataset creates
                risks to applicant and borrower privacy interests only where: (1) At
                least one data field or a combination of data fields substantially
                facilitates the identification of an applicant or borrower, and (2) 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, 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.\26\
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                 \25\ See 82 FR 44586, 44590 (Sept. 25, 2017).
                 \26\ See id. at 44592-95.
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                 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.
                 The Bureau explained in the proposal that, with respect to the HMDA
                data that financial institutions will report to the agencies under the
                2015 HMDA Final Rule, it initially determined public disclosure of the
                unmodified loan-level dataset, as a whole, would create risks to
                applicant and borrower privacy interests. The Bureau stated that this
                was due to the presence in the dataset of individual data fields that
                the Bureau believed would create re-identification risk and the
                presence of individual data fields that the Bureau believed are not
                currently public and would create a risk of harm or sensitivity. The
                Bureau thus applied the balancing test to determine whether and how it
                should modify the HMDA data financial institutions must collect and
                report under the 2015 HMDA Final Rule before it is disclosed to the
                public. Based on its analysis, the Bureau initially determined it would
                have to modify the loan-level HMDA data before it disclosed that data
                to the public. The Bureau also stated it initially determined the
                modifications to the loan-level HMDA dataset proposed in the proposed
                policy guidance would reduce risks to applicant and borrower privacy
                and appropriately balance them with the benefits of disclosure for
                HMDA's purposes.
                 For the reasons described below and in the proposed policy
                guidance,\27\ the Bureau is modifying its proposed policy guidance to
                change the proposed treatment of the following data fields: (1) 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); (2) the number of individual dwelling units related to the
                property securing the covered loan or, in the case of an application,
                proposed to secure the covered loan (total units); and (3) the number
                of individual dwelling units related to the property securing the
                covered loan or, in the case of an application, proposed to secure the
                covered loan, that are income-restricted pursuant to Federal, State, or
                local affordable housing programs (affordable units). The Bureau
                determines that public disclosure of the unmodified loan-level dataset,
                as a whole, would create risks to applicant and borrower privacy
                interests and that the loan-level HMDA data must be modified before the
                data is disclosed to
                [[Page 653]]
                the public. The Bureau further determines, based on the information
                currently available to it, that the modifications described in this
                final policy guidance will reduce risks to applicant and borrower
                privacy and appropriately balance them with the benefits of disclosure
                in light of HMDA's purposes. This final policy guidance describes the
                data the Bureau intends to disclose on each financial institution's
                modified loan/application register as well as in the combined loan-
                level data the agencies make available to the public each year.\28\
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                 \27\ See id. at 44596-44610.
                 \28\ As described below in part IV.B and C, the Bureau will not
                include on the modified loan/application registers (1) an indication
                of whether the reported 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) or (2) information about the MSA
                or Metropolitan Division in which the property securing or proposed
                to secure the loan is located. This information will be included in
                the annual loan-level disclosure of all reported HMDA data combined.
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                IV. Comments Received and the Bureau's Responses
                 The Bureau received 26 comments on the proposed policy guidance.
                These included general comments on the Bureau's proposal; views on the
                proposed treatment of particular data fields; and comments on other
                topics. The majority of the comments received did not address how the
                Bureau should treat specific data fields, and many comments opposing or
                expressing concern with the Bureau's proposal did not provide any
                evidence or analysis in support of their positions.
                A. General Comments Concerning the Application of the Balancing Test to
                Loan-Level HMDA Data
                Comments Received
                 Several industry commenters generally stated that the Bureau's
                proposal did not sufficiently address the privacy risks posed by the
                disclosure of HMDA data, but many of these commenters offered little
                evidence or analysis to support their views or specific suggestions to
                address their concerns. A few industry commenters stated that the HMDA
                data the Bureau proposed to disclose would be highly re-identifiable.
                They also stated that the new data fields required under the 2015 HMDA
                Final Rule increased this re-identification risk compared to the data
                publicly disclosed under the disclosure regime adopted by the Board in
                implementing the 1992 amendments to HMDA (the Board's disclosure
                regime).\29\ A group of industry commenters stated that over 80 percent
                of loans publicly disclosed under the Board's disclosure regime could
                be re-identified and that the addition of the new data fields increases
                the possibility of re-identification to ``virtually 100%.'' \30\ These
                commenters also suggested that the amount of HMDA data the Bureau
                proposed to disclose would create incentives to re-identify the data.
                Several industry commenters stated that technological advances increase
                the ease with which public HMDA data can be re-identified. One industry
                commenter stated that the Bureau had underestimated adversaries' \31\
                motives to re-identify the HMDA data and that the Bureau's proposal
                downplayed the risk that an adversary with personal knowledge of an
                applicant or borrower would re-identify the applicant or borrower in
                the HMDA data.
                ---------------------------------------------------------------------------
                 \29\ 12 CFR 203.5(c) (effective Mar. 1, 1993) (identifying the
                data a financial institution must delete from its modified loan/
                application register prior to making it available to the public).
                 \30\ These commenters cited a 2017 research paper in support of
                their statement that attaching a borrower's name and address to a
                HMDA record can be achieved in over 80 percent of cases. See Anthony
                Yezer, ``Personal Privacy of HMDA in a World of Big Data,'' at 4
                (Geo. Wash. U., Inst. for Int'l Econ. Policy, Working Paper No.
                IIEP-WP-2017-21, 2017). In this paper, the author states that, in a
                particular census tract that he identified as presenting low re-
                identification risk compared to others in the same county, he was
                able to re-identify 72 percent of borrowers with loans by the same
                lender by matching the 2014 public HMDA data to public records. Id.
                at 14-16. He also describes several projects in which academic and
                government researchers matched HMDA data to other data sources--some
                to private datasets, others to public records--and achieved up to a
                75 percent match rate. Id. at 11-14. It is unclear which research
                supports the author's claim that re-identification of HMDA data
                disclosed under the Board's disclosure regime ``can be achieved in
                over 80% of cases.'' Id. at 3.
                 \31\ The Bureau used the term ``adversary'' in the proposed
                policy guidance to refer to persons that may attempt to re-identify
                the HMDA data. 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).
                ---------------------------------------------------------------------------
                 A few industry commenters also expressed general concern that, if
                the HMDA data were re-identified, the data could be used to target what
                one described as ``predatory'' marketing to applicants and borrowers
                and to commit financial fraud and identity theft. Two industry
                commenters suggested that these risks were posed by the data disclosed
                under the Board's disclosure regime but that the Bureau's proposed
                disclosure of the new data fields required by the 2015 HMDA Final Rule
                increased these risks. One industry commenter stated that data the
                Bureau proposed to disclose could be used for social engineering
                attacks, such as an adversary posing as a borrower's lender. The
                commenter also stated that disclosure could undermine lenders' use of
                fraud detection measures such as authentication questions that rely on
                a customer's personal knowledge of her financial information. The
                commenter also stated that data the Bureau proposed to disclose could
                be used to identify a vacation home for purposes of theft or adverse
                possession. A group of industry commenters stated that data the Bureau
                proposed to disclose could be used by an adversary to target older
                borrowers in particular, and also would allow the public to form a very
                accurate estimate of consumers' creditworthiness. A few industry
                commenters expressed general concern that the Bureau proposed to
                disclose data consumers would consider sensitive or would like or
                expect to remain private. One industry commenter suggested that lenders
                would be subject to ``increased litigation'' if HMDA data disclosed by
                the Bureau were used for criminal purposes.
                 With respect to disclosure benefits, a few industry commenters
                stated that public disclosure of the HMDA data, and in particular the
                new data required to be reported under the 2015 HMDA Final Rule, would
                not further HMDA's purposes. One industry commenter suggested that
                regulator access to HMDA data alone would be sufficient to accomplish
                HMDA's goals. This commenter and another industry commenter also stated
                that the data disclosed to the public under the Board's disclosure
                regime are sufficient to allow the public to achieve HMDA's goals.
                Another industry commenter suggested that the Bureau should publicly
                disclose limited data at first, and then later determine whether the
                information disclosed is sufficient to allow the public to achieve
                HMDA's purposes. None of these commenters specifically addressed the
                benefits of the data's public disclosure to HMDA's purposes identified
                in the proposal.
                 Two industry commenters addressed the balancing of privacy risks
                and disclosure benefits. One industry commenter stated that if there is
                ``any chance'' that HMDA data could be used for criminal purposes, the
                benefits of disclosure could not outweigh the privacy risks created by
                disclosure. Another industry commenter suggested that the balancing
                test requires the Bureau to modify the data to the point that re-
                identification risk is ``remote,'' although the commenter did not
                elaborate on what that term means or
                [[Page 654]]
                what would need to be shown to meet it.
                 A few industry commenters recommended that the Bureau disclose the
                new data required under the 2015 HMDA Final Rule only in aggregate
                form, and one industry commenter stated that the Bureau should not
                disclose the new data to the public at all. Another industry commenter
                suggested that the Bureau disclose all HMDA data, including data
                publicly disclosed under the Board's disclosure regime, in aggregate
                form only.
                 Several commenters generally supported the Bureau's proposal. These
                commenters generally agreed with the Bureau's assessment and proposed
                balancing of privacy risks and disclosure benefits, although almost all
                of these commenters disagreed with the proposal's treatment of a few
                specific fields and advocated for greater disclosure, as discussed
                below in part IV.B. A group of consumer advocate commenters emphasized
                that loan-level HMDA data have long been publicly disclosed without any
                evidence the data has been used to harm applicants and borrowers. These
                commenters asserted that industry commenters' claims about re-
                identification risk failed to account for the Bureau's proposed
                modifications and stated that the HMDA data the Bureau proposed to
                disclose would be unlikely to be used to engage in identity theft.
                These commenters also provided detailed descriptions of the benefits of
                public disclosure of HMDA data to HMDA's purposes. An industry
                commenter described HMDA data as a critical source of information for
                the public to understand the mortgage market and to analyze the impact
                of public policies on communities and borrowers. This industry
                commenter supported the expansion of the data under the 2015 HMDA Final
                Rule and the Bureau's proposal to disclose much of the new data.
                Another industry commenter similarly stated that much of the new data
                required to be reported under the 2015 HMDA Final Rule is vital to
                accurate and complete fair lending analyses and to understanding the
                housing needs of communities. An individual commenter also expressed
                support for the public availability of HMDA data, noting in particular
                the usefulness of the data to identify what the commenter described as
                ``predatory'' lending.
                Bureau Response
                 For the reasons described below, the Bureau determines that none of
                the general comments it received provide a sufficient basis to make
                changes to the proposed policy guidance. On the other hand, as
                explained below in part IV.B, the Bureau determines that some specific
                comments it received about particular data fields provide an adequate
                basis to make changes to the proposed treatment of these fields.
                 HMDA is a disclosure statute; public disclosure of HMDA data is
                central to the achievement of HMDA's goals.\32\ The Bureau
                acknowledges, as it did in the proposal, that the modifications it
                intends to apply to the loan-level HMDA data disclosed to the public
                will not completely eliminate privacy risks. Nevertheless, the Bureau
                determines that, to the extent disclosure creates risks to applicant
                and borrower privacy, such risks are justified by the benefits of such
                release to the public in light of HMDA's purposes.
                ---------------------------------------------------------------------------
                 \32\ See 12 U.S.C. 2801(b) (``The purpose of this chapter is to
                provide the citizens and public officials of the United States with
                sufficient information'' to enable them to determine whether
                depository institutions are filling their obligations to serve the
                housing needs of the communities and neighborhoods 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) (emphasis added); 12 CFR
                1003.1 (``This part implements the Home Mortgage Disclosure Act,
                which is intended to provide the public with loan data that can be
                used:'' to help determine whether financial institutions are serving
                the housing needs of their communities; to assist public officials
                in distributing public-sector investment so as to attract private
                investment to areas where it is needed; and to assist in identifying
                possible discriminatory lending patterns and enforcing
                antidiscrimination statutes) (emphasis added).
                ---------------------------------------------------------------------------
                 The public loan-level HMDA data have always displayed a high level
                of record uniqueness and included fields that are also found in
                identified public records.\33\ The Bureau believes that some degree of
                re-identification risk in connection with the public disclosure of the
                data is acceptable because HMDA requires the Bureau to consider not
                only the risk posed by disclosure, but also the benefits of disclosure
                to HMDA's purposes. The Bureau does not believe that HMDA permits it to
                modify data based solely on the existence of a ``chance'' that HMDA
                data could be used for harmful purposes, as suggested by one industry
                commenter, without considering such risk in light of the benefits of
                disclosure to HMDA's purposes. Similarly, the Bureau believes it would
                be inconsistent with HMDA to modify the public data to the point that
                re-identification risk is ``remote,'' as suggested by another industry
                commenter, instead of to the point that any privacy risk created by the
                disclosure is justified by the benefits of the data to HMDA's purposes.
                ---------------------------------------------------------------------------
                 \33\ 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. Res. Bull. (Summer 2005),
                available at http://www.federalreserve.gov/pubs/bulletin/2005/3-05hmda.pdf. In the 2017 paper cited by a group of industry
                commenters, the author described the high record uniqueness observed
                in the 2014 public HMDA data for a particular county and stated
                that, in a census tract that he identified as presenting low re-
                identification risk compared to others in the county, he was able to
                re-identify 72 percent of borrowers with loans by the same lender by
                matching the public HMDA data to public records. See Yezer, supra
                note 30, at 14-16.
                ---------------------------------------------------------------------------
                 Under the final policy guidance, the Bureau intends to modify every
                new field required under the 2015 HMDA Final Rule that it has
                identified as likely to substantially facilitate the re-identification
                of an applicant or borrower. The Bureau is also making changes to the
                proposal concerning specific data fields where commenters pointed out
                that the proposal would have left unmodified data that would
                substantially facilitate re-identification. Further, the Bureau intends
                to significantly reduce the precision of loan amount in the public
                data.\34\ Loan amount is a field that was required to be reported prior
                to the 2015 HMDA Final Rule and that the Bureau believes to be a
                significant contributor to re-identification risk in the HMDA data.
                ---------------------------------------------------------------------------
                 \34\ Prior to the 2015 HMDA Final Rule, loan amount was reported
                rounded to the nearest thousand. Under the Board's disclosure
                regime, this field was disclosed to the public without modification.
                Consistent with its proposal and as discussed in part IV.B below,
                under the final policy guidance the Bureau intends to disclose loan
                amount binned in $10,000 intervals.
                ---------------------------------------------------------------------------
                 The Bureau has carefully considered the risk that a potential
                adversary, such as an applicant's or borrower's neighbor or
                acquaintance, may be able to re-identify the HMDA data by relying on
                personal knowledge about the applicant or borrower. As discussed in
                more detail in the proposal,\35\ 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 determine
                the exact content of any pre-existing personal knowledge such a
                potential adversary may possess. None of the comments provided any
                basis for the Bureau to make reliable predictions as to what this
                knowledge would be.
                [[Page 655]]
                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. The Bureau initially determined that,
                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 affect a
                limited number of individuals.\36\ No commenter disputed this
                statement, much less rebutted it with data or analysis.
                ---------------------------------------------------------------------------
                 \35\ See 82 FR 44586, 44594 (Sept. 25, 2017). The Bureau noted
                that, to the extent that disclosure of census tract and demographic
                information such as ethnicity and race would create risk to
                applicant and borrower privacy, it believed the risks would be
                justified by the benefits of disclosure. Id. at 44598. As discussed
                in part IV.B, two industry commenters opposed the proposal to
                disclose without modification census tract. No commenter opposed the
                proposal to disclose without modification race and ethnicity.
                 \36\ Id. at 44594.
                ---------------------------------------------------------------------------
                 The Bureau concludes, based on the information currently available
                to it, that the HMDA data it intends to disclose under this final
                policy guidance will be of minimal value to an adversary seeking to
                perpetrate identity theft or financial fraud against applicants and
                borrowers or to engage in other unlawful conduct.\37\ Specifically, as
                noted in the proposal, the HMDA data do 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. Although an adversary might try to use almost any
                information relating to an individual to steal her identity or commit
                fraud against her, the Bureau concludes that disclosure of HMDA data
                would be unlikely to increase the information already publicly
                available that an adversary could exploit for these purposes. For
                example, the public HMDA data will include the name of the financial
                institution and other details about the loan terms that could be used
                in a social engineering attack against a borrower by a perpetrator
                pretending to be the financial institution or against a financial
                institution by a perpetrator pretending to be the borrower. However,
                these and other data that could be used for this purpose are often
                already publicly available--in identified form--in real estate
                transaction records.
                ---------------------------------------------------------------------------
                 \37\ Indeed, as noted in the proposal, the Bureau believes that
                the data would be of minimal use for such purposes even without
                modification. Id. at 44595.
                ---------------------------------------------------------------------------
                 The Bureau determines that an individual seeking to rob or
                adversely possess a property would be unlikely to undertake the effort
                required to re-identify public HMDA data to determine whether such a
                property is a vacation home, as suggested by an industry commenter.
                With respect to the industry commenter that expressed concern that
                lenders would be subject to increased litigation in the event public
                HMDA data was used for criminal purposes, as noted above, the Bureau
                concludes that it is unlikely the public HMDA data would be used for
                criminal purposes. Even if the data were used for such purposes, the
                Bureau is unable to identify a basis for lender liability under such a
                circumstance, and the commenter did not describe how such increased
                litigation would arise.
                 The Bureau acknowledges that, if the public HMDA data were re-
                identified, that is, if an adversary were to link an identified
                individual to his or her HMDA data, certain fields would reveal
                information about an applicant's or borrower's creditworthiness.
                However, information about applicant and borrower creditworthiness is
                important to HMDA's purposes. For example, this information assists in
                identifying possible discriminatory lending patterns by helping ensure
                that users are comparing applicants and borrowers with similar
                profiles, thereby controlling for factors that might provide non-
                discriminatory explanations for disparities in credit and pricing
                decisions. As explained below, despite the opposition of many
                commenters, the Bureau is issuing final policy guidance that excludes
                from the public HMDA data credit score, which is the field that would
                reveal the most about an applicant's or borrower's creditworthiness.
                 The Bureau described and analyzed potential adversaries' incentives
                to re-identify public HMDA data in the proposed policy guidance.\38\
                Even though some adversaries may have such incentives and loan-level
                HMDA data has been made available to the public since 1991, the Bureau
                is unaware of any instances of re-identification of the data for
                harmful purposes. Commenters provided no evidence of such re-
                identification. In the 2017 paper cited by a group of industry
                commenters, the author states that, using the 2014 public HMDA data, he
                re-identified 72 percent of borrowers with loans by the same lender in
                a particular census tract by matching the data to public records, but
                it appears that this exercise was undertaken solely to demonstrate that
                such matching can be done.\39\ Also in this paper, the author points to
                several projects in which academic and government researchers matched
                HMDA data to other data sources--some to private datasets, others to
                public records--for purposes of research related to mortgage
                lending.\40\ It is not clear from several of the resulting papers
                whether the researchers used public HMDA data to perform the matching
                (at least one appears to have relied on nonpublic HMDA data), but, in
                any event, it appears that in none of these instances were the HMDA
                data matched to other data sources for purposes of re-identifying
                borrowers, let alone for purposes of harming consumers. The Bureau
                concludes the modifications it intends to apply to the public HMDA data
                under the final policy guidance will minimize the attractiveness of the
                HMDA data for harmful purposes, and so will reduce any incentives for
                adversaries to re-identify the data.\41\
                ---------------------------------------------------------------------------
                 \38\ See id. at 44593-95.
                 \39\ Yezer, supra note 30, at 14-16.
                 \40\ Id. at 11-14.
                 \41\ For example, the Bureau believes that low credit scores and
                high debt-to-income ratios may provide information about a
                borrower's financial condition that may suggest vulnerability to
                scams relating to debt relief or credit repair. The final policy
                guidance will exclude credit score from the public HMDA data and
                will top-code debt-to-income ratio to protect very high ratios.
                ---------------------------------------------------------------------------
                 In 2015, the Bureau determined that public disclosure of the new
                HMDA data required under the 2015 HMDA Final Rule would further the
                purposes of HMDA. As noted above, the statute and Regulation C are
                clear that HMDA's purpose is the provision of data to the public and
                public officials in furtherance of HMDA's goals. Congress itself
                determined that many of the new data should be collected and reported
                to further HMDA's purposes, and the Bureau determined in the rulemaking
                resulting in the 2015 HMDA Final Rule that each of the new HMDA data
                fields it added using its discretionary authority furthers HMDA's
                goals. Several commenters described how the new HMDA data furthers
                HMDA's purposes, and no commenters provided analysis or data to support
                the general statement made by a few commenters that the public
                disclosure of HMDA data does not further the statute's purposes. For
                purposes of this final policy guidance, the Bureau takes as given the
                determinations made in the 2015 HMDA Final Rule, but the Bureau has
                stated that it may reconsider these determinations with respect to some
                or all of the discretionary fields through a new legislative
                rulemaking.
                 Finally, the Bureau declines to exclude from the public data or
                disclose only in aggregate form all HMDA data or all new data required
                to be reported under the 2015 HMDA Final Rule, as suggested by several
                commenters. As noted, HMDA is a disclosure statute. It requires that
                HMDA data is made
                [[Page 656]]
                available to the public except as the Bureau determines necessary to
                protect applicant and borrower privacy interests. The Bureau interprets
                its obligation under the statute to permit modification of the data
                made available to the public only where the privacy risk such
                disclosure would pose would not be justified by the benefits of such
                disclosure in light of HMDA's purposes. Under the balancing test,
                excluding from public disclosure or disclosing only in aggregate form
                all HMDA data or all new HMDA data would require the Bureau to
                determine that the loan-level disclosure of each individual data field
                creates privacy risks that are not justified by the benefits of
                disclosure to HMDA's purposes and that the only modification available
                to appropriately balance the risks and benefits is exclusion from the
                public data. However, for the reasons discussed in the proposal,\42\
                the Bureau determines that most of the HMDA data create low, if any,
                privacy risk--they neither substantially facilitate re-identification
                nor do they create a risk of harm or sensitivity--and that any risks
                are justified by the benefits in light of HMDA's purposes. Except with
                respect to total units and affordable units, discussed below in part
                IV.B, none of the comments provided any information that casts doubt on
                this conclusion. Therefore, the Bureau concludes that excluding all
                HMDA data or all new HMDA data would be inconsistent with the statute
                and the balancing test, which the Bureau has by law bound itself to use
                to make disclosure determinations.
                ---------------------------------------------------------------------------
                 \42\ See 82 FR 44586, 44597-98 (Sept. 25, 2017).
                ---------------------------------------------------------------------------
                B. Comments Concerning the Proposed Treatment of Specific Data Fields
                Under the Balancing Test
                Data To Be Disclosed Without Modification
                 The Bureau proposed to publicly disclose the following data fields
                as reported, without modification: \43\
                ---------------------------------------------------------------------------
                 \43\ Id. at 44597-99.
                ---------------------------------------------------------------------------
                 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 automated
                underwriting system (AUS) name.\44\
                ---------------------------------------------------------------------------
                 \44\ Note that, as discussed below, the Bureau proposed to
                exclude free-form text fields used to report certain data for the
                following data fields: ethnicity, race, name and version of the
                credit scoring model, reasons for denial, and AUS name. Id. at
                44609-10.
                ---------------------------------------------------------------------------
                 The following information about the property securing the
                loan: State, county, census tract, occupancy type, construction method,
                manufactured housing secured property type, manufactured housing land
                property interest, total units, and affordable units.
                 The following information about the application or loan:
                Loan term, loan type, loan purpose, whether the application was
                submitted directly to the financial institution, 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, whether the loan was a high-cost
                mortgage under the Home Ownership and Equity Protection Act (HOEPA),
                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 purpose flag, and reverse mortgage
                flag.
                 The following information about the lender: Legal Entity
                Identifier (LEI) and financial institution name.\45\
                ---------------------------------------------------------------------------
                 \45\ 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 and version
                of credit scoring model), (a)(16)-(22), (a)(24)-(27), (a)(29)-(33),
                (a)(35)(i) (AUS name), (a)(36)-(38).
                The data fields above that were required to be reported under
                Regulation C prior to the 2015 HMDA Final Rule were disclosed to the
                public without modification under the Board's disclosure regime. The
                Bureau's continued disclosure of these data fields thus is consistent
                with the government's longstanding approach.
                 With the exception of LEI, financial institution name, action
                taken, reasons for denial, census tract, and income, each of which is
                discussed further below, the Bureau initially determined that
                disclosing the data listed above in the loan-level HMDA data released
                to the public would likely present low risk to applicant and borrower
                privacy. The Bureau also stated that, to the extent that disclosure of
                these fields would create risk to applicant or borrower privacy, the
                Bureau believed the risks would be justified by the benefits of
                disclosure in light of HMDA's purposes.\46\
                ---------------------------------------------------------------------------
                 \46\ 82 FR 44586, 44598 (Sept. 25, 2017) (describing the utility
                of these data fields in light of HMDA's purposes: helping the public
                and public officials to determine whether financial institutions are
                serving the housing needs of their communities, to distribute
                public-sector investment so as to attract private investment to
                areas where it is needed, and to identify possible discriminatory
                lending patterns and enforce antidiscrimination statutes).
                ---------------------------------------------------------------------------
                 An industry commenter and a group of consumer advocate commenters
                supported the Bureau's proposal to disclose without modification the
                fields the Bureau identified as likely to create low privacy risk. The
                industry commenter stated these data fields would provide valuable
                information about the mortgage market that is not available from any
                other source. The consumer advocate commenters stated that data fields
                relating to pricing--including the fields for interest rate, rate
                spread, total loan costs or total points and fees, origination charges,
                and discount points--would help data users identify potentially
                discriminatory price disparities within the prime and subprime mortgage
                markets. These commenters also stated that the data fields related to
                loan terms and conditions--such as the term of any prepayment penalty,
                the length of any introductory rate period, and whether the contractual
                terms include non-amortizing features such as a balloon payment--would
                serve as an early-warning system, enabling community organizations and
                government agencies to assess the prevalence of unfair, deceptive, and
                unaffordable lending. These commenters additionally supported the
                Bureau's proposal to disclose new race and ethnicity subcategories for
                Asian and Hispanic loan applicants. In their view, disclosure of these
                subcategories would help data users identify ``discrimination and
                targeting'' with greater precision and would promote responsible
                lending in all communities. These commenters also stated that
                disclosure of new data fields on manufactured housing would provide
                important information about the manufactured home market, including any
                issues of concern related to affordability, sustainability, or fair
                lending. Another consumer advocate commenter supported the Bureau's
                proposal to disclose whether the property is or will be used by the
                applicant or borrower as a principal residence, a second residence, or
                an investment property.
                 Except for total units and affordable units, the Bureau intends to
                disclose without modification the data fields the Bureau identified in
                the proposal as likely presenting low risk to applicant and borrower
                privacy, as proposed. For the reasons discussed above and in the
                proposal, the Bureau determines, based on the information currently
                available to it, that disclosing these data fields as reported
                appropriately balances the privacy risks that may be created by such
                disclosure and the benefits of such disclosure in light of HMDA's
                purposes.
                [[Page 657]]
                 With respect to LEI, financial institution name, and census tract,
                the Bureau acknowledged in the proposal that disclosure would likely
                substantially facilitate the re-identification of applicants or
                borrowers. However, the Bureau initially determined that these risks to
                applicant and borrower privacy would be justified by the benefits of
                disclosure in light of HMDA's purposes.\47\ With respect to income,
                action taken, and reasons for denial, the Bureau recognized in the
                proposal that, if the HMDA data were re-identified, disclosure would
                likely create a risk of harm or sensitivity, but the Bureau initially
                determined these risks would be justified by the benefits of disclosure
                in light of HMDA's purposes.\48\ The Bureau responds to the specific
                comments it received on its proposed treatment of these data and
                describes its final determinations below.
                ---------------------------------------------------------------------------
                 \47\ Id. at 44597-99.
                 \48\ Id.
                ---------------------------------------------------------------------------
                Legal Entity Identifier and Financial Institution Name
                 Regulation C requires a financial institution, when submitting its
                loan/application register to the Bureau, to report the financial
                institution's LEI and name.\49\ This requirement is effective January
                1, 2019, and will apply to the submission of 2018 HMDA data.\50\ The
                LEI is an identifier issued to the financial institution by either a
                utility endorsed by the LEI Regulatory Oversight Committee or a utility
                endorsed or otherwise governed by the Global LEI Foundation (GLEIF) (or
                any successor of the GLEIF) after the GLEIF assumes operational
                governance of the global LEI system.\51\ Prior to the 2015 HMDA Final
                Rule, a financial institution was required to report its name and HMDA
                Reporter's Identification Number (HMDA RID), a ten-digit number that
                consisted of an entity identifier specified by the financial
                institution's appropriate Federal agency combined with a code that
                designates the agency. Both the financial institution's name and HMDA
                RID were disclosed to the public without modification under the Board's
                disclosure regime.
                ---------------------------------------------------------------------------
                 \49\ 12 CFR 1003.4(a)(1)(i)(A); 12 CFR 1003.5(a)(3) (effective
                Jan. 1, 2019).
                 \50\ 80 FR 66128, 66312 (Oct. 28, 2015).
                 \51\ 12 CFR 1003.4(a)(1)(i)(A).
                ---------------------------------------------------------------------------
                 The Bureau proposed to disclose to the public without modification
                LEI and financial institution name as reported.\52\ The Bureau
                initially determined that disclosure of these data fields in the loan-
                level HMDA data released to the public would likely substantially
                facilitate the re-identification of applicants or borrowers, but that
                this risk to applicant and borrower privacy would be justified by the
                benefits of disclosure in light of HMDA's purposes.\53\ An industry
                commenter stated that, due to the risk of frivolous class action
                litigation against financial institutions, the public HMDA data should
                not reveal financial institutions' identities.
                ---------------------------------------------------------------------------
                 \52\ 82 FR 44586, 44597-99 (Sept. 25, 2017).
                 \53\ Id. at 44598 (stating that the ability to identify the
                financial institution by name is critical for users to evaluate the
                lending practices of a financial institution).
                ---------------------------------------------------------------------------
                 The Bureau declines to exclude LEI and financial institution name
                from the public HMDA data based on the risk of frivolous class action
                litigation against financial institutions. As described above, HMDA
                requires each financial institution to make its modified loan/
                application register available to the public, which necessarily entails
                identification of the lender. Though the 2015 HMDA Final Rule shifted
                responsibility for disclosing the modified loan/application register
                from institutions to the Bureau, the Bureau concludes that it must
                maintain the public's ability to obtain loan-level data for an
                individual lender. Further, the Bureau concludes that excluding these
                data fields, and thereby concealing the identities of lenders, would
                greatly undermine the utility of the public data for HMDA's purposes,
                because HMDA's purposes in large part concern evaluating the practices
                of individual lenders. Although the Bureau appreciates the industry
                commenter's concern about frivolous litigation against financial
                institutions and agrees such litigation should not be encouraged, it
                declines to exclude LEI and financial institution name from the public
                data on this basis.
                 The Bureau intends to disclose without modification LEI and
                financial institution name, as proposed. For the reasons discussed
                above and in the proposal, the Bureau determines, based on the
                information currently available to it, that disclosing without
                modification LEI and financial institution name appropriately balances
                the privacy risks that may be created by disclosure of these fields and
                the benefits of such disclosure in light of HMDA's purposes.
                Action Taken and Reasons for Denial
                 Regulation C requires financial institutions to report the action
                taken by the financial institution in response to an application.\54\
                Financial institutions must report a code from a specified list set
                forth in the HMDA Filing Instructions Guide to indicate the action
                taken.\55\ Financial institutions were required to report this data
                field prior to the 2015 HMDA Final Rule, and this data field was
                disclosed to the public without modification under the Board's
                disclosure regime.
                ---------------------------------------------------------------------------
                 \54\ 12 CFR 1003.4(a)(8)(i).
                 \55\ Bureau of Consumer Fin. Prot., ``Filing instructions guide
                for HMDA data collected in 2018--OMB Control No. 3170-0008,'' at 81
                (Sept. 2018) (hereinafter FIG), available at https://s3.amazonaws.com/cfpb-hmda-public/prod/help/2018-hmda-fig-2018-hmda-rule.pdf. Action taken is reported using the following codes: Code
                1--Loan originated; Code 2--Application approved but not accepted;
                Code 3--Application denied; Code 4--Application withdrawn by
                applicant; Code 5--File closed for incompleteness; Code 6--Purchased
                loan; Code 7--Preapproval request denied; Code 8--Preapproval
                request approved but not accepted.
                ---------------------------------------------------------------------------
                 Regulation C also requires financial institutions to report the
                principal reason or reasons the financial institution denied the
                application, if applicable.\56\ If the financial institution denied the
                application, it must report one or more codes from a specified list to
                indicate the reason or reasons for denial.\57\ Prior to the 2015 HMDA
                Final Rule, reporting of reasons for denial was optional, except as
                required by the OCC and FDIC for certain supervised financial
                institutions.\58\ When reported, reasons for denial was disclosed to
                the public without modification under the Board's disclosure regime.
                ---------------------------------------------------------------------------
                 \56\ 12 CFR 1003.4(a)(16). Insured depository institutions and
                insured credit unions are not required to report reasons for denial
                for loans or applications that are partially exempt under the
                EGRRCPA, although reporting may be required by another law or
                regulation. See 83 FR 45325, 45329 (Sept. 7, 2018).
                 \57\ FIG, supra note 55, at 96-98. Reasons for denial is
                reported using the following codes: Code 1--Debt-to-income ratio;
                Code 2--Employment history; Code 3--Credit history; Code 4--
                Collateral; Code 5--Insufficient cash (down payment, closing costs);
                Code 6--Unverifiable information; Code 7--Credit application
                incomplete; Code 8--Mortgage insurance denied; Code 9--Other; Code
                10--Not applicable; Code 1111--Exempt.
                 \58\ 12 CFR 1003.4(c) (effective Jan. 1, 1990). Financial
                institutions regulated by the OCC are required to report reasons for
                denial on their HMDA loan/application registers pursuant to 12 CFR
                27.3(a)(1)(i), 128.6. Similarly, pursuant to regulations transferred
                from the Office of Thrift Supervision, certain financial
                institutions supervised by the FDIC are required to report reasons
                for denial on their HMDA loan/application registers. 12 CFR 390.147.
                ---------------------------------------------------------------------------
                 The Bureau proposed to disclose to the public without modification
                action taken and reasons for denial as reported.\59\ The Bureau
                initially determined that disclosing action taken (if an application
                was denied) and reasons for denial 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.
                Nevertheless, the Bureau
                [[Page 658]]
                initially determined that this risk to applicant and borrower privacy
                would be justified by the benefits of disclosure in light of HMDA's
                purposes.\60\
                ---------------------------------------------------------------------------
                 \59\ 82 FR 44586, 44597-99 (Sept. 25, 2017).
                 \60\ Id. at 44598 (describing the utility of action taken and
                reasons for denial in light of HMDA's purposes, including helping
                the public and public officials to identify possible discriminatory
                lending patterns and enforce antidiscrimination statutes).
                ---------------------------------------------------------------------------
                 A group of consumer advocate commenters supported the Bureau's
                proposal to disclose action taken, stating that it is essential for
                determining whether lenders are responsibly meeting credit needs in a
                non-discriminatory manner. These commenters also stated that disclosure
                of reasons for denial--in conjunction with disclosure of the name and
                version of the credit scoring model and automated underwriting system
                used by the financial institution, as the Bureau proposed--would
                increase transparency in the marketplace and support fair lending
                enforcement by enabling data users to determine if there are
                differences in reasons for denial based on the credit scoring model or
                automated underwriting system used.
                 An industry commenter recommended that the Bureau exclude action
                taken and reasons for denial from the public HMDA data for commercial-
                purpose multifamily loans only. The commenter stated that disclosure of
                these fields would create re-identification risk and pose a unique risk
                of harm for commercial-purpose multifamily applicants. In the
                commenter's view, if the HMDA data were re-identified, commercial-
                purpose multifamily applicants could suffer negative reputational harm
                from certain information reported for action taken--specifically,
                ``Denied,'' ``Withdrawn by applicant,'' or ``Closed as incomplete''--
                and from any information relating to the reason for a denial. According
                to the commenter, the disclosure of this information could adversely
                affect these applicants' business relationships and these applicants
                may not be able to mitigate such harm effectively.
                 The Bureau does not believe that the concerns expressed by the
                industry commenter justify excluding from the public HMDA data action
                taken and reasons for denial for commercial-purpose multifamily
                applications and loans. The risk of harm identified by the commenter
                could arise only with respect to an application that did not result in
                an origination. As discussed in more detail in the proposal,\61\ the
                Bureau concludes that re-identification risk is significantly reduced
                for applications that did not result in originations. The Bureau is not
                aware of any public or private dataset containing 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. Even if an applicant were to be
                re-identified, however, the Bureau concludes the harms the commenter
                envisions are unlikely to occur. Loan-level data for multifamily
                applications have been disclosed publicly since 1991, and the Bureau is
                not aware of any evidence that adversaries have re-identified these
                applications in the public HMDA data or that this type of harm has
                occurred. Further, even if this type of reputational harm were likely
                to occur, this harm would not be unique to commercial-purpose
                multifamily borrowers. Finally, if action taken were excluded, users
                would be unable to determine whether an application was originated,
                critically impairing the utility of the public data for HMDA's
                purposes.
                ---------------------------------------------------------------------------
                 \61\ See id. at 44593 n.55.
                ---------------------------------------------------------------------------
                 The Bureau intends to disclose without modification action taken
                and reasons for denial, as proposed. For the reasons discussed above
                and in the proposal, the Bureau determines, based on the information
                currently available to it, that disclosing without modification action
                taken and reasons for denial appropriately balances the privacy risks
                that may be created by disclosure of these fields and the benefits of
                such disclosure in light of HMDA's purposes.
                State, County, and Census Tract
                 Regulation C requires financial institutions to report the State,
                county, and census tract of the property securing or proposed to secure
                the covered loan if the property is located in an MSA or Metropolitan
                Division (MD) in which the institution has a home or branch office, or
                if the institution is subject to Sec. 1003.4(e).\62\ Institutions must
                report the State using the two-letter State code of the property; the
                county using the five-digit Federal Information Processing Standards
                code for the county; and the census tract using the 11-digit census
                tract number defined by the U.S. Census Bureau.\63\ As originally
                enacted and implemented in Regulation C, HMDA required financial
                institutions to disclose information about the financial institution's
                mortgage lending activity by census tract.\64\ The 1992 amendments to
                HMDA requiring institutions to make publicly available their modified
                loan/application registers included language stating ``[i]t is the
                sense of the Congress that a depository institution should provide loan
                register information under this section in a format based on the census
                tract in which the property is located.'' \65\ State, county, and
                census tract were disclosed to the public without modification under
                the Board's disclosure regime.
                ---------------------------------------------------------------------------
                 \62\ 12 CFR 1003.4(a)(9)(ii). 12 CFR 1003.4(e) requires banks
                and savings associations that are required to report data on small
                business, small farm, and community development lending under
                regulations that implement the Community Reinvestment Act (CRA) to
                collect the information required by 12 CFR 1003.4(a)(9) for property
                located outside MSAs and MDs in which the institution has a home or
                branch office, or outside any MSA.
                 \63\ FIG, supra note 55, at 83-84.
                 \64\ Home Mortgage Disclosure Act of 1975, Public Law 94-200,
                section 304(a)(2)(A), 89 Stat. 1126 (Dec. 31, 1975); 12 CFR
                203.4(a)(1) (effective June 28, 1976).
                 \65\ 12 U.S.C. 2803(j)(2)(C).
                ---------------------------------------------------------------------------
                 The Bureau proposed to disclose to the public without modification
                State, county, and census tract as reported.\66\ The Bureau initially
                determined that disclosure of State and county would likely present low
                risk to applicant and borrower privacy, and that, to the extent that
                disclosure of these fields would create risk to applicant and borrower
                privacy, the risks would be justified by the benefits of disclosure in
                light of HMDA's purposes. The Bureau initially determined that
                disclosure of census tract would likely substantially facilitate the
                re-identification of applicants or borrowers, but that this risk to
                applicant and borrower privacy would be justified by the benefits of
                disclosure in light of HMDA's purposes.\67\
                ---------------------------------------------------------------------------
                 \66\ 82 FR 44586, 44597-99 (Sept. 25, 2017).
                 \67\ Id. at 44598 (describing the utility of census tract in
                light of HMDA's purposes, including helping the public and public
                officials to determine whether financial institutions are serving
                the housing needs of their communities and to identify possible
                discriminatory lending patterns and enforce antidiscrimination
                statutes).
                ---------------------------------------------------------------------------
                 One industry commenter opposed the Bureau's proposal to disclose
                census tract without modification, and another industry commenter
                opposed the disclosure of this field for commercial-purpose multifamily
                loans. The first industry commenter stated that, to reduce re-
                identification risk, the Bureau should exclude census tract from the
                public loan-level HMDA data and instead disclose ``generalized census
                tract classifications'' for each application or loan. The commenter
                suggested that, for example, the Bureau could indicate whether the
                property is located in a low- or moderate-income census tract or a
                census tract with a high percentage of minority residents. The second
                industry commenter stated that, for commercial-purpose multifamily
                loans only, the Bureau should exclude
                [[Page 659]]
                census tract and county, and should disclose State only where there are
                enough multifamily originations in the State to make re-identification
                risk ``remote,'' although the commenter did not identify the number of
                originations that would satisfy that standard. According to the
                commenter, the disclosure of these data fields would pose elevated re-
                identification risk for multifamily borrowers, as significantly fewer
                commercial-purpose multifamily loans are originated each year than
                single-family loans.
                 The Bureau recognizes that disclosing generalized census tract
                classifications instead of the census tract would reduce re-
                identification risk. Nevertheless, the Bureau concludes that doing so
                would critically undermine the utility of the data for HMDA's purposes.
                If census tract were excluded from the HMDA data, the public and public
                officials would be unable to analyze the data at a geographic level
                smaller than county. Consequently, excluding census tract would make it
                virtually impossible for data users to identify possible discriminatory
                lending patterns within counties. For example, for a data user to
                analyze whether a lender was engaged in redlining, the user would need
                census tract to compare lending behavior among lenders in a particular
                community or an individual lender's behavior in different communities.
                Without census tract, users would also be unable to determine whether
                lenders were serving the housing needs of communities within counties
                or identify communities within counties where public-sector investment
                is needed to attract private investment. Additionally, excluding census
                tract from disclosure would also prevent financial institutions from
                using HMDA to assess their own fair lending risk by comparing their
                data with other institutions.\68\
                ---------------------------------------------------------------------------
                 \68\ See, e.g., Melanie Brody & Anjali Garg, ``2013 HMDA Data Is
                Now Available; Mortgage Lenders Should Consider Evaluating Redlining
                Risk,'' K&L Gates, Consumer Fin. Servs. Watch (Sept. 25, 2014),
                available at https://www.consumerfinancialserviceswatch.com/2014/09/2013-hmda-data-is-now-available-mortgage-lenders-should-consider-evaluating-redlining-risk/ (``With the release of the 2013 HMDA
                data, lenders can now evaluate their own 2013 redlining risk by
                comparing their applications and originations in high-minority
                census tracts to those of their peers.'').
                ---------------------------------------------------------------------------
                 The Bureau also declines to exclude State, county, and census tract
                for commercial-purpose multifamily loans. The Bureau determines that
                the privacy risk created by the disclosure of census tract, even if
                heightened with respect to multifamily loans, is justified by the
                critical benefits of this field to HMDA's purposes, as described in the
                above paragraph. The Bureau notes that, if census tract is disclosed,
                disclosure of county and State do not create additional privacy risk,
                because knowing the census tract allows a user to discern the county
                and state, as counties are geographic units within states and census
                tracts are geographic units within counties.
                 The Bureau intends to disclose without modification State, county,
                and census tract, as proposed. For the reasons discussed above and in
                the proposal, the Bureau determines, based on the information currently
                available to it, that disclosing without modification State, county,
                and census tract appropriately balances the privacy risks that may be
                created by disclosure of these fields and the benefits of such
                disclosure in light of HMDA's purposes.
                Income
                 Regulation C requires financial institutions to report the gross
                annual income they relied on in making the credit decision or, if a
                credit decision was not made, the gross annual income they relied on in
                processing the application. Financial institutions do not have to
                report income for covered loans for which the credit decision did not
                consider income (or for applications for which the credit decision
                would not have considered income).\69\ Financial institutions must
                report income rounded to the nearest thousand.\70\ The Board amended
                Regulation C in 1989 to require reporting of income as part of its
                implementation of FIRREA.\71\ Prior to the 2015 HMDA Final Rule,
                financial institutions were required to report this data field rounded
                to the nearest thousand. Under the Board's disclosure regime, this data
                field was disclosed to the public without modification.
                ---------------------------------------------------------------------------
                 \69\ 12 CFR 1003.4(a)(10)(iii).
                 \70\ Comment 4(a)(10)(iii)-10.
                 \71\ 54 FR 51356, 51363 (Dec. 15, 1989).
                ---------------------------------------------------------------------------
                 The Bureau proposed to disclose without modification income as
                reported.\72\ The Bureau initially determined that disclosing income 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. Nevertheless, the Bureau
                initially determined that this risk to applicant and borrower privacy
                would be justified by the benefits of disclosure in light of HMDA's
                purposes.\73\
                ---------------------------------------------------------------------------
                 \72\ 82 FR 44586, 44597-99 (Sept. 25, 2017).
                 \73\ Id. at 44598 (describing the utility of income in light of
                HMDA's purposes, including helping the public and public officials
                to determine whether financial institutions are serving the housing
                needs of their communities and to identify possible discriminatory
                lending patterns and enforce antidiscrimination statutes).
                ---------------------------------------------------------------------------
                 An industry commenter opposed the Bureau's proposal to disclose
                income without modification and recommended that the Bureau exclude
                income from the public HMDA data. The commenter stated that the new
                data required under the 2015 HMDA Final Rule would increase the risk
                that the HMDA data could be re-identified, and that information about a
                consumer's income is generally not available to the public and is
                considered sensitive by many consumers. The commenter also stated that
                income data would be ``inconsequential'' because the 2015 HMDA Final
                Rule modified Regulation C to require financial institutions to report
                debt-to-income ratio.
                 The Bureau does not believe that the concerns expressed by the
                commenter justify excluding income from the public HMDA data. The
                Bureau recognizes, as it stated in the proposal, that, if the HMDA data
                were re-identified, disclosure of income would likely create a risk of
                harm or sensitivity.\74\ However, the Bureau believes that this risk is
                justified by the benefits of disclosure to HMDA's purposes. For
                example, income data plays a crucial role in: (1) Helping to identify
                whether the credit needs of people with low and moderate incomes in
                particular communities are being met; (2) the extent to which borrowers
                with low and moderate incomes are using certain products, such as home
                equity lines of credit; and (3) the extent to which lower-income
                borrowers are receiving credit under different terms than higher-income
                borrowers. The Bureau also believes that income data will continue to
                be valuable for achieving HMDA's fair lending purposes, notwithstanding
                the disclosure of debt-to-income ratio data pursuant to HMDA. Although
                lenders may rely more on debt-to-income ratio than on income in
                underwriting a loan, income will continue to be valuable as a proxy for
                debt-to-income ratio if debt-to-income ratio is not reported as a
                result of the EGRRCPA \75\ or if the precision of debt-to-income ratio
                is reduced in the public data as a result of binning or top- or bottom-
                coding. To the extent the commenter's concern is that the HMDA data the
                Bureau proposed to disclose presents increased re-identification risk
                compared to the data disclosed under the Board's disclosure
                [[Page 660]]
                regime, the Bureau notes that it intends to modify every new field
                required under the 2015 HMDA Final Rule that it has identified as
                likely to substantially facilitate the re-identification of an
                applicant or borrower. Further, the Bureau intends to modify loan
                amount, a field that was disclosed without modification under the
                Board's disclosure regime and that the Bureau determines to be a
                significant contributor to re-identification risk in the HMDA data.
                ---------------------------------------------------------------------------
                 \74\ Id.
                 \75\ As described in greater detail in part II.B, above, the
                EGRRCPA amended HMDA by adding partial exemptions from HMDA's data
                collection and reporting requirements for certain insured depository
                institutions and insured credit unions.
                ---------------------------------------------------------------------------
                 The Bureau intends to disclose without modification income. For the
                reasons discussed above and in the proposal, the Bureau determines,
                based on the information currently available to it, that disclosing
                without modification income appropriately balances the privacy risks
                that may be created by disclosure of this field and the benefits of
                such disclosure in light of HMDA's purposes.
                Data To Be Excluded or Otherwise Modified in the Loan-Level HMDA Data
                 The Bureau proposed to exclude or otherwise modify several data
                fields in the public HMDA data: The universal loan identifier;
                application date; loan amount; action taken date; property address;
                age; credit score; property value; debt-to-income ratio; the unique
                identifier assigned by the Nationwide Mortgage Licensing System and
                Registry for the mortgage loan originator; and AUS result. The Bureau
                also proposed to exclude free-form text fields used in certain
                instances to report the following data: Ethnicity; race; the name and
                version of the credit scoring model; reasons for denial; and AUS name.
                Below the Bureau addresses the comments it received and describes its
                final action on each of these data fields and on two additional data
                fields it did not propose to modify but intends to modify under the
                final policy guidance: Total units and affordable units.
                Universal Loan Identifier or Non-Universal Loan Identifier
                 Regulation C 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.\76\ Regulation C
                sets forth detailed requirements concerning the ULI to be assigned and
                reported.\77\ 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
                Regulation C.\78\ In addition, a ULI must be unique within the
                institution and must not contain any information that could be used to
                directly identify the applicant or borrower.\79\ 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
                must be reported as an alphanumeric field.\80\ The requirement in the
                2015 HMDA Final Rule to report a ULI replaced the requirement under
                prior Regulation C that a financial institution report an identifying
                number for the loan or loan application. Under the Board's disclosure
                regime, this loan or loan application identifying number was excluded
                from the public HMDA data. 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.'' \81\
                ---------------------------------------------------------------------------
                 \76\ 12 CFR 1003.4(a)(1)(i).
                 \77\ Id.
                 \78\ 12 CFR 1003.4(a)(1)(i)(A) through (C).
                 \79\ 12 CFR 1003.4(a)(1)(i)(B)(3).
                 \80\ FIG, supra note 55, at 77-79.
                 \81\ 12 U.S.C. 2803(b)(6)(G).
                ---------------------------------------------------------------------------
                 Insured depository institutions and insured credit unions are not
                required to report ULI for loans or applications that are partially
                exempt under the EGRRCPA.\82\ The 2018 HMDA Final Rule provides,
                however, that--because loans and applications must be identifiable in
                the HMDA data to ensure proper HMDA submission, processing, and
                compliance--institutions that choose not to report ULI pursuant to the
                EGRRCPA must report a non-universal loan identifier (NULI) for each
                loan and application.\83\ The NULI may be composed of up to 22
                characters and, among other requirements, must be unique within the
                insured depository institution or insured credit union, though it need
                not be unique within the industry.\84\
                ---------------------------------------------------------------------------
                 \82\ 83 FR 45325, 45329 (Sept. 7, 2018).
                 \83\ Id. at 45330.
                 \84\ Id.; see also FIG, supra note 55, at 78-79.
                ---------------------------------------------------------------------------
                 The Bureau proposed to modify the loan-level HMDA data disclosed to
                the public by excluding ULI.\85\ The Bureau initially determined that
                disclosing ULI 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 in light of HMDA's purposes.\86\
                ---------------------------------------------------------------------------
                 \85\ 82 FR 44586, 44599-44600 (Sept. 25, 2017).
                 \86\ Id. at 44599 (describing the utility of ULI in light of
                HMDA's purposes, including helping the public and public officials
                to determine whether financial institutions are serving the housing
                needs of their communities).
                ---------------------------------------------------------------------------
                 A few industry commenters supported the Bureau's proposal to
                exclude ULI from the public HMDA data. A group of consumer advocate
                commenters did not oppose the Bureau's proposal to exclude ULI but
                recommended that, separate from the HMDA data, the Bureau publish an
                additional data product that, according to these commenters, would
                serve some of the same purposes as ULI. Specifically, these commenters
                recommended that the Bureau publish data on each financial
                institution's loan purchases by income level and by year originated.
                According to these commenters, this data would help data users assess
                whether financial institutions are purchasing loans made to low- and
                moderate-income borrowers from one another to improve their CRA
                ratings.
                 The Bureau intends to exclude ULI from the public HMDA data, as
                proposed, and to exclude NULI if it is reported instead of ULI. For the
                reasons discussed above and in the proposal, the Bureau determines,
                based on the information currently available to it, that excluding ULI
                and NULI from the public HMDA data appropriately balances the privacy
                risks that may be created by the disclosure of these fields and the
                benefits of such disclosure in light of HMDA's purposes.\87\
                ---------------------------------------------------------------------------
                 \87\ Regarding the consumer advocate commenters' request for
                additional data, the Bureau will consider, as it does in the
                ordinary course of its business, whether to make additional
                information related to mortgage lending available to the public.
                ---------------------------------------------------------------------------
                Application Date
                 Regulation C requires financial institutions to report, except for
                purchased covered loans, the date the application was received or the
                date shown on the application form.\88\ This date must be reported by
                financial institutions as the exact year, month, and day, in the format
                of YYYYMMDD.\89\ Financial institutions were required to report this
                data field prior to the 2015 HMDA Final Rule. The Board amended
                Regulation C in 1989 to require reporting of the date the application
                was received as part of its implementation of FIRREA.\90\ Under the
                Board's disclosure regime, application date was excluded from the
                public HMDA data.
                ---------------------------------------------------------------------------
                 \88\ 12 CFR 1003.4(a)(1)(ii).
                 \89\ FIG, supra note 55, at 79.
                 \90\ 54 FR 51356, 51363 (Dec. 15, 1989).
                ---------------------------------------------------------------------------
                 The Bureau proposed to modify the loan-level HMDA data disclosed to
                the public by continuing to exclude
                [[Page 661]]
                application date.\91\ The Bureau initially determined that disclosing
                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 disclosure in light of HMDA's purposes.\92\
                ---------------------------------------------------------------------------
                 \91\ 82 FR 44586, 44600-01 (Sept. 25, 2017).
                 \92\ Id. at 44600 (describing the utility of application date in
                light of HMDA's purposes, including helping the public and public
                officials to identify possible discriminatory lending patterns and
                enforce antidiscrimination statutes).
                ---------------------------------------------------------------------------
                 A few industry commenters supported the Bureau's proposal to
                continue to exclude application date from the public HMDA data. Two of
                these commenters stated that excluding application date, along with the
                other data points the Bureau proposed to exclude, would reduce re-
                identification risk. Another of these commenters stated that excluding
                this data field, along with the other data points the Bureau proposed
                to exclude, would reduce the likelihood that community bank customers
                would become victims of identity theft or fraud.
                 The Bureau intends to exclude application date from the public HMDA
                data, as proposed. For the reasons discussed above and in the proposal,
                the Bureau determines, based on the information currently available to
                it, that excluding application date from the public HMDA data
                appropriately balances the privacy risks that may be created by the
                disclosure of this field and the benefits of such disclosure in light
                of HMDA's purposes.
                Loan Amount and Property Value
                 Regulation C requires financial institutions to report the amount
                of the covered loan or the amount applied for.\93\ 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. Loan amount must be submitted by
                financial institutions in numeric form reflecting the exact dollar
                amount of the loan.\94\ Prior to the 2015 HMDA Final Rule, this data
                field was reported rounded to the nearest thousand; it was publicly
                disclosed without modification under the Board's disclosure regime.
                Although HMDA has always required financial institutions to report
                information about the dollar amount of a financial institution's
                mortgage lending activity,\95\ the Board amended Regulation C in 1989
                to require reporting of loan amount on a loan-level basis as part of
                its implementation of FIRREA.\96\
                ---------------------------------------------------------------------------
                 \93\ 12 CFR 1003.4(a)(7).
                 \94\ FIG, supra note 55, at 81.
                 \95\ Home Mortgage Disclosure Act, Public Law 94-200, sections
                301-310, 89 Stat. 1124, 1125-28 (1975).
                 \96\ See 54 FR 51356 (Dec. 15, 1989).
                ---------------------------------------------------------------------------
                 Regulation C also 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.\97\ Financial
                institutions must report the value they relied on in making the credit
                decision, such as an appraisal value or the purchase price of the
                property.\98\ Property value must be reported in numeric form
                reflecting the exact dollar amount of the value the financial
                institution relied on.\99\ The Bureau added the requirement to report
                property value the financial institution 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.\100\
                ---------------------------------------------------------------------------
                 \97\ 12 CFR 1003.4(a)(28). Insured depository institutions and
                insured credit unions are not required to report property value for
                loans or applications that are partially exempt under the EGRRCPA.
                See 83 FR 45325, 45329 (Sept. 7, 2018).
                 \98\ Comment 4(a)(28)-1.
                 \99\ FIG, supra note 55, at 104.
                 \100\ Dodd-Frank Act section 1094(3)(A)(iv), 12 U.S.C.
                2803(b)(6)(A).
                ---------------------------------------------------------------------------
                 The Bureau proposed 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 or property value falls instead of the
                exact value reported.\101\ For example, for a reported loan amount or
                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
                Bureau initially determined that disclosing reported loan amount and
                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 in light of HMDA's purposes.\102\ The Bureau also
                proposed to include an indicator of whether the reported 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).\103\ The Bureau sought comment
                on whether to add a similar indicator for the applicable limit for
                loans eligible for insurance by the Federal Housing Administration (FHA
                conforming loan limit).\104\
                ---------------------------------------------------------------------------
                 \101\ 82 FR 44586, 44601-02; 44607-08 (Sept. 25, 2017).
                 \102\ See id. at 44601, 44607 (describing the utility of loan
                amount and property value in light of HMDA's purposes, including
                helping the public and public officials to determine whether
                financial institutions are serving the housing needs of their
                communities, and to identify possible discriminatory lending
                patterns and enforce antidiscrimination statutes).
                 \103\ 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
                FHFA 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),
                available at https://www.fhfa.gov/Media/PublicAffairs/Pages/FHFA-Announces-Increase-in-Maximum-Conforming-Loan-Limits-for-Fannie-Mae-and-Freddie-Mac-in-2017.aspx.
                 \104\ See 24 CFR 203.18 (providing maximum amounts for eligible
                mortgages).
                ---------------------------------------------------------------------------
                 A few commenters opposed the Bureau's proposal to disclose loan
                amount in $10,000 bins and asked the Bureau to disclose more precise
                loan amount values. A group of consumer advocate commenters and an
                industry commenter each recommended disclosing loan amount rounded to
                the nearest $1,000, like under the Board's disclosure regime. They
                asserted that $10,000 bins would disproportionately affect the utility
                of the data for smaller loans. Conversely, an industry commenter
                opposed the Bureau's proposal and asked the Bureau to disclose less
                precise loan amount values, stating that $10,000 bins would
                insufficiently obscure the reported value for larger loans, such as
                multifamily loans, and thus would yield insufficient protection against
                re-identification relative to smaller loans. As with loan amount, a few
                commenters urged the Bureau to disclose more precise property values,
                such as by rounding to the nearest $1,000, while an industry commenter
                supported disclosing less precise values. An industry commenter stated
                that property value, or the property value derived from loan-to-value
                ratio, could be matched to publicly-available property or appraisal
                records.
                 One industry commenter supported the Bureau's proposal to disclose
                loan amount and property value in $10,000 bins because it believed
                these bins would help prevent re-identification of applicants and
                borrowers while preserving much of the utility of these data fields. A
                government agency commenter supported the proposed GSE
                [[Page 662]]
                conforming loan limit indicator because the indicator would allow it to
                continue using public HMDA data to identify the market size for
                conforming loans for the purpose of setting housing goals for its
                regulated entities and to perform other analyses related to the
                conforming loan limit. Similarly, a group of consumer advocate
                commenters supported the proposed GSE conforming loan limit flag. These
                commenters also recommended adding a similar indicator for the FHA
                conforming loan limit, stating that analysis of loans below the FHA
                conforming loan limit was important for fair lending purposes.
                 The Bureau determines that disclosing loan amount in $10,000
                intervals will create a meaningful reduction in record uniqueness in
                the HMDA data when evaluating three data fields that the Bureau
                concludes contribute most to re-identification risk: Loan amount,
                census tract, and lender name. Although the Bureau recognizes that
                disclosing loan amount in $10,000 intervals will reduce the utility of
                this field compared to disclosing more precise amounts, it believes it
                will still allow users to rely on loan amount to further HMDA's
                purposes to some degree. For example, $10,000 intervals will still
                allow users to have some understanding of 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.
                 The Bureau acknowledges that, as commenters stated, $10,000
                intervals create a larger reduction in uniqueness for small loan
                amounts--providing more privacy protection and less data utility--and a
                smaller reduction in uniqueness for large loan amounts--providing less
                privacy protection and more data utility--relative to the baseline
                reduction in uniqueness for all loans in the dataset. To address the
                fact that the proposed uniform binning approach would not yield the
                same balance of benefits and risks across all loan amounts, the Bureau
                considered whether it could apply bin sizes that differed by reported
                loan amount. For example, the Bureau could create bin sizes that were a
                function of loan amount, such as a percentage of the reported value.
                However, this approach may allow adversaries to determine the precise
                loan amount by reversing the function applied to the reported loan
                amount value. The Bureau also considered graduated bin sizes for
                segments of loans. However, the larger bin sizes in a graduated binning
                scheme would disproportionately reduce the utility of the data in more
                expensive geographic regions. Graduated bin sizes also would more
                significantly impair overall data utility compared to $10,000 bins, as
                users who wish to work with a consistently binned dataset would have to
                use the largest bin size for all loans. Finally, identifying a basis
                upon which to segment loan amount values into different sized bins
                presents challenges. In principle, the Bureau could analyze the
                reported HMDA data annually and determine segments based on the
                distribution of loan amounts in a given year to try to achieve more
                consistent reduction in uniqueness across loans of all sizes. In
                practice, however, resubmissions and late submissions may change the
                distribution of loan amounts, creating a risk that the Bureau would
                lack sufficient time to determine and apply the appropriate bins before
                disclosing the modified loan/application registers.
                 Regarding an industry commenter's claim that property value could
                be matched to public appraisal records and could be derived from the
                loan-to-value ratio, the Bureau notes that appraisal records are not
                public, and the HMDA data will not contain loan-to-value ratio.\105\
                However, the Bureau believes that identified property tax records or
                real estate transaction records may contain values close enough to the
                reported property value that property value would substantially
                facilitate the re-identification of a loan. Property value was not
                required to be reported prior to the 2015 HMDA Final Rule. The Bureau
                nevertheless expects its uniqueness to be similar to the uniqueness of
                the values reported for loan amount and believes that disclosing
                property value in $10,000 intervals would create a meaningful reduction
                in uniqueness. The Bureau concludes that disclosing property value in
                $10,000 intervals would still allow data users to determine the general
                values of properties for which financial institutions are providing
                financing. As with loan amount, the Bureau considered approaches that
                would bin property value in different intervals depending on the
                reported value, but for the reasons described above, the Bureau is not
                adopting such approaches.
                ---------------------------------------------------------------------------
                 \105\ Unlike combined loan-to-value ratio, which includes the
                total amount of all debt secured by the property securing the loan
                reported, the loan-to-value ratio includes only the amount of the
                reported loan itself.
                ---------------------------------------------------------------------------
                 Disclosing property value in $10,000 intervals also reduces
                adversaries' potential ability to use combined loan-to-value ratio to
                derive the reported loan amount. As mentioned above, the Bureau intends
                to disclose without modification combined loan-to-value ratio. Although
                both loan amount and property value would likely substantially
                facilitate re-identification, the Bureau concludes that loan amount
                will be easier to match to public records where available, because
                public records that contain the loan amount will likely contain the
                exact loan amount reported under HMDA. In contrast, the Bureau
                concludes that financial institutions will likely report the appraisal
                value as the property value, and the appraisal value is not publicly
                available. However, even with property value disclosed in $10,000
                intervals, if the reported combined loan-to-value ratio for a
                particular transaction is actually the loan-to-value ratio, the loan
                amount, property value, and combined loan-to-value ratio feasibly could
                be used to narrow the possible values for loan amount, thus decreasing
                the reduction in record uniqueness relative to $10,000 intervals.\106\
                The extent to which this possible interaction could decrease the
                benefits of binning loan amount is uncertain. As an initial matter,
                under the 2018 HMDA Final Rule, certain small insured depository
                institutions and insured credit unions will not be required to report
                combined loan-to-value ratio or property value, so the interaction at
                issue will not be possible for many loans. Moreover, the percentage of
                transactions for which the reported combined loan-to-value ratio will
                equal the loan-to-value ratio will vary based on market conditions, and
                the Bureau believes that adversaries will not be able to determine
                exactly when the combined loan-to-value and loan-to-value ratios are
                equal for a given transaction. Finally, even if an adversary could
                narrow for a particular transaction the range of possible loan amount
                values, the narrowed range may not yield a record that is unique on the
                data fields that most contribute to re-identification.
                ---------------------------------------------------------------------------
                 \106\ Similarly, an adversary could narrow the possible values
                for property value.
                ---------------------------------------------------------------------------
                 The Bureau proposed the GSE conforming loan limit indicator to
                facilitate the accuracy and transparency of the FHFA Housing Goals
                program.\107\ FHFA has historically relied on public HMDA data to set
                statutorily-required housing goals for the GSEs to ensure the GSEs and
                the public are aware of and can provide feedback on FHFA's methodology.
                Binning loan amount as proposed would significantly reduce the accuracy
                of many calculations necessary to set these goals and measure
                performance, which hinge on determining whether loans meet the
                [[Page 663]]
                GSE conforming loan limit. Although FHFA could use non-public HMDA data
                for modeling purposes, this would result in FHFA, its regulated
                entities, and the public working from different datasets to evaluate
                the accuracy and transparency of the FHFA Housing Goals program.
                ---------------------------------------------------------------------------
                 \107\ 12 CFR 1281.11 (bank housing goals); 12 CFR 1282.12 (GSE
                housing goals).
                ---------------------------------------------------------------------------
                 In contrast to the GSE conforming loan limit indicator, a FHA
                conforming loan limit indicator would not serve a similarly compelling
                purpose. Disclosing loan amount in $10,000 intervals will sometimes
                reduce the ability of the public to determine whether a loan is at or
                above the FHA conforming loan limit. However, no commenter stated that
                the absence of this information would impact the FHA's ability to
                perform statutorily-required functions. Additionally, no commenter
                addressed the question of whether factors not reflected in the HMDA
                data would affect the accuracy of a FHA conforming loan limit
                indicator, and the Bureau remains concerned about its ability to
                accurately produce such an indicator using the HMDA data.
                 The Bureau intends to modify the loan-level HMDA data disclosed to
                the public by disclosing the midpoint for the $10,000 interval into
                which the reported loan amount or property value falls, as proposed.
                The Bureau also intends to indicate in the data disclosed whether the
                reported loan amount exceeds the GSE conforming loan limit.\108\ For
                the reasons discussed above and in the proposal, the Bureau determines,
                based on the information currently available to it, that these
                modifications appropriately balance the privacy risks that would likely
                be created by the disclosure of these fields and the benefits of such
                disclosure in light of HMDA's purposes.
                ---------------------------------------------------------------------------
                 \108\ The GSE conforming loan limit indicator will be included
                in the annual loan-level disclosure of all reported HMDA data
                combined, rather than in the modified loan/application register for
                each financial institution.
                ---------------------------------------------------------------------------
                Action Taken Date
                 Regulation C requires financial institutions to report the date of
                action taken by the financial institution on a covered loan or
                application.\109\ For originated loans, this date is generally the date
                of closing or the date of account opening.\110\ 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.\111\ This date is submitted by
                financial institutions as the exact year, month, and day, in the format
                of YYYYMMDD.\112\ Financial institutions were required to report this
                data field prior to the 2015 HMDA Final Rule. 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.\113\
                Under the Board's disclosure regime, action taken date was excluded
                from the public HMDA data.
                ---------------------------------------------------------------------------
                 \109\ 12 CFR 1003.4(a)(8)(ii).
                 \110\ Comment 4(a)(8)(ii)-5.
                 \111\ Comment 4(a)(8)(ii)-4.
                 \112\ FIG, supra note 55, at 81.
                 \113\ 54 FR 51356, 51363 (Dec. 15, 1989).
                ---------------------------------------------------------------------------
                 The Bureau proposed to modify the loan-level HMDA data disclosed to
                the public by continuing to exclude action taken date.\114\ The Bureau
                initially determined that disclosing action taken 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 in
                light of HMDA's purposes.\115\ A few industry commenters supported the
                Bureau's proposal to continue to exclude action taken date from the
                HMDA data disclosed to the public.
                ---------------------------------------------------------------------------
                 \114\ 82 FR 44586, 44602-03 (Sept. 25, 2017).
                 \115\ Id. at 44602 (describing the utility of action taken date
                in light of HMDA's purposes, including helping the public and public
                officials to identify possible discriminatory lending patterns and
                enforce antidiscrimination statutes).
                ---------------------------------------------------------------------------
                 The Bureau intends to exclude action taken date from the public
                HMDA data, as proposed. For the reasons discussed above and in the
                proposal, the Bureau determines, based on the information currently
                available to it, that excluding action taken date from the public HMDA
                data appropriately balances the privacy risks that may be created by
                the disclosure of this field and the benefits of such disclosure in
                light of HMDA's purposes.
                Property Address
                 Regulation C 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.\116\ This address corresponds to the
                property identified on the legal obligation related to the covered
                loan.\117\ The property address reported by financial institutions
                includes the street address, city name, State name, and zip code.\118\
                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.'' \119\
                ---------------------------------------------------------------------------
                 \116\ 12 CFR 1003.4(a)(9)(i). Insured depository institutions
                and insured credit unions are not required to report property
                address for loans or applications that are partially exempt under
                the EGRRCPA. See 83 FR 45325, 45329 (Sept. 7, 2018).
                 \117\ Comment 4(a)(9)(i)-1. For applications that did not result
                in an origination, the address corresponds to the location of the
                property proposed to secure the loan as identified by the applicant.
                Id.
                 \118\ Comment 4(a)(9)(i)-2.
                 \119\ 12 U.S.C. 2803(b)(6)(H).
                ---------------------------------------------------------------------------
                 The Bureau proposed to modify the loan-level HMDA data disclosed to
                the public by excluding property address.\120\ The Bureau initially
                determined that disclosing property address 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 in light of HMDA's
                purposes.\121\
                ---------------------------------------------------------------------------
                 \120\ 82 FR 44586, 44603-04 (Sept. 25, 2017).
                 \121\ Id. at 44603 (describing the utility of property address
                in light of HMDA's purposes, including helping the public and public
                officials to determine whether financial institutions are serving
                the housing needs of their communities and to identify possible
                discriminatory lending patterns and enforce antidiscrimination
                statutes).
                ---------------------------------------------------------------------------
                 A few industry commenters supported the Bureau's proposal to
                exclude property address from the public HMDA data. A group of consumer
                advocate commenters recommended that the Bureau disclose a hashed value
                for each property address in lieu of the property address.\122\
                According to these commenters, disclosure of a hashed value in place of
                property address would help data users track ``loan flipping,'' which
                these commenters described as a predatory practice in which lenders
                target borrowers for a series of refinancings that increase the
                borrower's debt and strip equity. These commenters did not address
                whether the recommended hashed value should be used in place of a
                particular property address from year to year, i.e., every time that
                the particular property address is included in reported HMDA data.
                ---------------------------------------------------------------------------
                 \122\ A hashed value is a value generated by a secure hash
                algorithm. A hash algorithm is designed to be non-invertible,
                meaning that the original value, in this case the reported property
                address, could not be derived from the hashed value.
                ---------------------------------------------------------------------------
                [[Page 664]]
                 The Bureau declines to disclose a hashed value in place of the
                property address. The Bureau finds that a hashed value used only within
                a particular year's HMDA data would have limited value for studying
                loan flipping. However, if a hashed value were carried over from year
                to year, the Bureau is concerned that, if one transaction related to
                the property were re-identified, the hashed value could be used to re-
                identify every loan secured by the property in any other year's HMDA
                data. The Bureau also finds it would be difficult to develop a hashing
                algorithm that recognizes, with certainty, if a reported property
                address is unique, given slight differences in how property addresses
                may be reported.
                 The Bureau intends to exclude property address from the public HMDA
                data, as proposed. For the reasons discussed above and in the proposal,
                the Bureau determines, based on the information currently available to
                it, that excluding property address from the public HMDA data
                appropriately balances the privacy risks that may be created by the
                disclosure of this field and the benefits of such disclosure in light
                of HMDA's purposes.
                Age
                 Regulation C requires financial institutions to report the age of
                the applicant or borrower.\123\ 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.\124\ The Bureau added the requirement to report
                age in the 2015 HMDA Final Rule to implement the Dodd-Frank Act's
                amendment to HMDA providing for the collection and reporting of
                age.\125\
                ---------------------------------------------------------------------------
                 \123\ 12 CFR 1003.4(a)(10)(ii).
                 \124\ Comment 4(a)(1)(ii)-1.
                 \125\ 12 U.S.C. 2803(b)(4).
                ---------------------------------------------------------------------------
                 The Bureau proposed to disclose age binned into the following
                ranges: 25 to 34; 35 to 44; 45 to 54; 55 to 64; and 65 to 74. The
                Bureau also proposed to bottom-code age under 25 and to top-code age
                over 74.\126\ The Bureau initially determined that disclosing reported
                age in the public HMDA data 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 in light of HMDA's purposes.\127\
                ---------------------------------------------------------------------------
                 \126\ 82 FR 44586, 44604 (Sept. 25, 2017).
                 \127\ Id. (describing the utility of age in light of HMDA's
                purposes, including helping the public and public officials to
                determine whether financial institutions are serving the housing
                needs of their communities and to identify possible discriminatory
                lending patterns and enforce antidiscrimination statutes).
                ---------------------------------------------------------------------------
                 The Bureau also proposed 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 older
                populations.\128\ The Bureau recognized 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 sought comment on whether, instead of binning
                age as proposed and indicating whether a reported age is 62 or higher,
                the Bureau should disclose reported ages of 55 to 74 in ranges of 55 to
                61 and 62 to 74.
                ---------------------------------------------------------------------------
                 \128\ Under Federal law, age 62 or higher is considered to be
                older age for certain purposes. See, e.g., 24 CFR 206.33 (concerning
                eligibility for a home equity conversion mortgage); 12 CFR 1002.2(o)
                (defining ``elderly'' as 62 or older).
                ---------------------------------------------------------------------------
                 An industry commenter expressed support for the Bureau's proposal
                to modify reported age. A group of consumer advocate commenters
                expressed general support for the Bureau's proposal. These commenters
                stated that applicant and borrower age is vital for fair lending
                enforcement and to identify potential unfair and deceptive lending.
                These commenters also stated that, in the years before the 2008
                financial crisis, abusive lenders targeted older adults, especially
                older adults of color, and that abuses also occurred in the reverse
                mortgage market for adults over age 62. These commenters expressed
                support for the Bureau's proposal to indicate whether a reported age is
                62 or higher. These commenters also expressed a preference for the
                proposed bins and indicator approach to the alternative the Bureau
                considered (binning reported ages of 55 to 74 in ranges of 55 to 61 and
                62 to 74), noting that the proposed bins would provide more precise
                data with respect to borrowers newly eligible for reverse mortgages
                (i.e., 62- to 64-year old borrowers). Finally, these commenters asked
                the Bureau to top-code age at 84, instead of 74. They stated that
                Americans are living longer, and top-coding age at 84 would help the
                public identify reverse mortgage and other lending patterns affecting
                the oldest seniors, including any fair lending or affordability
                concerns.
                 An industry commenter expressed opposition to the Bureau's proposal
                and recommended that the Bureau exclude age entirely from the public
                HMDA data. The commenter expressed concern that disclosing age could
                facilitate re-identification of applicants and borrowers and enable
                adversaries to prey on vulnerable age groups.
                 The Bureau acknowledges the risks identified by the industry
                commenter. However, as explained in the proposal, applicant or borrower
                age would assist users in identifying possible discriminatory lending
                patterns and enforcing antidiscrimination statutes by allowing users to
                examine potential age discrimination in lending.\129\ Applicant or
                borrower age would also assist in determining whether financial
                institutions are serving the housing needs of their communities,
                including the needs of various age cohorts.
                ---------------------------------------------------------------------------
                 \129\ See 82 FR 44586, 44604 (Sept. 25, 2017).
                ---------------------------------------------------------------------------
                 The Bureau determines that indicating whether the reported age is
                62 or higher would provide the greater utility identified by the
                commenters, as compared to the alternative bins about which the Bureau
                sought comment. Additionally, this approach would result in more
                consistent binning of the data and would allow analysis of the HMDA
                data in combination with data found in other public data sources, such
                as U.S. Census Bureau data, to further HMDA's purposes. The Bureau
                determines that the difference in privacy protection provided by the
                proposed approach compared to the alternative is minimal and is
                justified by the benefits of the proposed approach.
                 Finally, the Bureau believes that top-coding age over 84 could
                allow greater visibility into lending practices with respect to the
                oldest consumers and could further HMDA's purposes: Specifically, such
                disclosure could permit the public and public officials to better
                understand whether lenders are serving the housing needs of the oldest
                seniors of their communities and to observe lending patterns relating
                to such consumers, a typically fixed-income population that is engaging
                in increased dwelling-secured borrowing with respect to which there is
                little public data currently available. However, the Bureau believes
                this approach also could increase privacy risk. The Bureau believes the
                reported HMDA data likely will not include significant numbers of
                records for applicants and borrowers over age 84, which could pose re-
                identification risk. Thus, the harm and sensitivity risks identified in
                the proposal may be heightened to the extent that adversaries could re-
                identify the oldest borrowers. Based on the information currently
                available to it, in light of the potential risks and benefits of this
                approach, the Bureau determines not to top-code age over 84.
                 The Bureau intends to modify the loan-level HMDA data disclosed to
                the
                [[Page 665]]
                public by disclosing age binned into the following ranges: 25 to 34; 35
                to 44; 45 to 54; 55 to 64; and 65 to 74, as proposed. The Bureau also
                intends to bottom-code age under 25 and to top-code age over 74.
                Finally, the Bureau intends to indicate whether reported age is 62 or
                higher. For the reasons discussed above and in more detail in the
                proposal, the Bureau determines, based on the information currently
                available to it, that these modifications appropriately balance the
                privacy risks that would likely be created by the disclosure of this
                field and the benefits of such disclosure in light of HMDA's purposes.
                Credit Score
                 Regulation C 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.\130\ 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).\131\
                Financial institutions must report credit score as a numeric field,
                e.g., 650.\132\ Financial institutions must also report a code from a
                specified list to indicate the name and version of the scoring model
                used to generate each credit score reported.\133\ The Bureau added the
                requirement to report these data in the 2015 HMDA Final Rule 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.'' \134\
                ---------------------------------------------------------------------------
                 \130\ 12 CFR 1003.4(a)(15)(i). Insured depository institutions
                and insured credit unions are not required to report credit score
                for loans or applications that are partially exempt under the
                EGRRCPA. See 83 FR 45325, 45329 (Sept. 7, 2018).
                 \131\ 12 CFR 1003.4(a)(15)(ii).
                 \132\ FIG, supra note 55, at 94-95.
                 \133\ Id. at 95-96.
                 \134\ 12 U.S.C. 2803(b)(6)(I).
                ---------------------------------------------------------------------------
                 The Bureau proposed to modify the loan-level HMDA data disclosed to
                the public by excluding credit score.\135\ The Bureau initially
                determined that disclosing credit score 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 in light of HMDA's purposes.\136\
                ---------------------------------------------------------------------------
                 \135\ 82 FR 44586, 44604-06 (Sept. 25, 2017).
                 \136\ Id. at 44605 (describing the utility of credit score in
                light of HMDA's purposes, including helping the public and public
                officials to determine whether financial institutions are serving
                the housing needs of their communities and to identify possible
                discriminatory lending patterns and enforce antidiscrimination
                statutes).
                ---------------------------------------------------------------------------
                 A few industry commenters supported the Bureau's proposal to
                exclude credit score from the public HMDA data. Another industry
                commenter opposed the Bureau's proposal to exclude credit score. The
                commenter stated that it would be extremely difficult to re-identify
                applicants or borrowers using this data field because credit scores are
                not publicly available, and that sensitivity alone should not be a
                basis for withholding data from the public where re-identification risk
                is low. The commenter stated further that credit scores are critically
                important in identifying possible discriminatory lending patterns,
                enforcing antidiscrimination statutes, and determining whether
                financial institutions are serving the housing needs of their
                communities, because they are an important factor in financial
                institutions' underwriting decisions.
                 A group of consumer advocate commenters also opposed the Bureau's
                proposal to exclude credit score. These commenters stated that credit
                scores are essential in fair lending analysis because they help
                determine whether similarly situated applicants are treated differently
                solely due to their race or gender. The commenters recommended that, to
                address the privacy concerns identified by the Bureau, the Bureau
                ``normalize'' reported credit scores before disclosure to the public.
                The commenters suggested that the Bureau either disclose credit scores:
                (1) As ``z-scores,'' which the commenters described as ``a measure of a
                credit score's place in the overall distribution of credit scores for
                loan applicants that year,'' or (2) in ``percentile ranges based on the
                distribution of loan applicants' credit scores.'' The commenters also
                recommended that, if the Bureau excludes credit score from the public
                HMDA data, the Bureau disclose credit scores in aggregate form by
                census tract, for all lenders and for each lender. According to the
                commenters, this information would help the public assess whether the
                industry as a whole or individual lenders are treating similarly
                situated neighborhoods differently due to the racial, ethnic, income,
                or age composition of the neighborhood.
                 The Bureau finds that the industry commenter underestimates the re-
                identification risk associated with the HMDA data, even modified as
                proposed, and that, where re-identification risk is present,
                sensitivity alone is a basis for modification under the balancing test.
                The Bureau declines to adopt the consumer advocate commenters'
                recommendation that the Bureau normalize the credit score data and
                disclose the normalized data. The Bureau finds that this alternative
                would not reduce privacy risks to the point that they would be
                justified by the disclosure benefits. Disclosure of a normalized credit
                score would reflect the applicant's or borrower's reported credit score
                in relation to all other applicants and borrowers in a particular
                year's HMDA data. Thus, the Bureau believes that, if the HMDA data were
                re-identified, disclosure of this information would likely create a
                risk of harm or sensitivity similar to the risk created by disclosure
                of reported credit score.\137\
                ---------------------------------------------------------------------------
                 \137\ Regarding the consumer advocate commenters' recommendation
                that the Bureau disclose credit scores in aggregate form, the Bureau
                will consider, as it does in the ordinary course of its business,
                whether to make additional information related to mortgage lending
                available to the public.
                ---------------------------------------------------------------------------
                 The Bureau intends to exclude credit score from the public HMDA
                data, as proposed. For the reasons discussed above and in the proposal,
                the Bureau determines, based on the information currently available to
                it, that excluding credit score from the public HMDA data appropriately
                balances the privacy risks that may be created by the disclosure of
                this field and the benefits of such disclosure in light of HMDA's
                purposes.
                Debt-to-Income Ratio
                 Regulation C 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).\138\ The debt-to-income ratio
                must be reported as a percentage.\139\ The Bureau added the requirement
                to report debt-to-income ratio in the 2015 HMDA Final Rule using its
                discretionary authority provided by the Dodd-Frank Act's amendment to
                HMDA to require the reporting of ``such other information as the Bureau
                may require.'' \140\
                ---------------------------------------------------------------------------
                 \138\ 12 CFR 1003.4(a)(23). Insured depository institutions and
                insured credit unions are not required to report debt-to-income
                ratio for loans or applications that are partially exempt under the
                EGRRCPA. See 83 FR 45325, 45329 (Sept. 7, 2018).
                 \139\ FIG, supra note 55, at 101.
                 \140\ 12 U.S.C. 2803(b)(6)(J).
                ---------------------------------------------------------------------------
                 The Bureau proposed to disclose reported debt-to-income ratio of
                greater than or equal to 40 percent and less than 50 percent.\141\ The
                Bureau also proposed to bin reported debt-to-income ratio
                [[Page 666]]
                values into the following ranges: 20 percent to less than 30 percent;
                30 percent to less than 40 percent; and 50 percent to less than 60
                percent. In addition, the Bureau proposed 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. The Bureau initially
                determined that disclosing reported debt-to-income ratio 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 in light of HMDA's purposes.\142\
                ---------------------------------------------------------------------------
                 \141\ 82 FR 44586, 44606-07 (Sept. 25, 2017).
                 \142\ See id. at 44606 (describing the utility of debt-to-income
                ratio in light of HMDA's purposes, including helping the public and
                public officials to determine whether financial institutions are
                serving the housing needs of their communities and to identify
                possible discriminatory lending patterns and enforce
                antidiscrimination statutes).
                ---------------------------------------------------------------------------
                 The Bureau also initially determined 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 analyzing lending patterns to control for factors that might
                provide a legitimate explanation for disparities in credit or pricing
                decisions. The Bureau sought 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.
                 An industry commenter expressed support for the Bureau's proposed
                treatment of debt-to-income ratio. A group of consumer advocate
                commenters expressed general support for the Bureau's proposal and also
                urged the Bureau to adopt more granular disclosure of debt-to-income
                ratio values near 36 percent, agreeing with the Bureau that 36 percent
                is a common underwriting benchmark. An industry commenter expressed
                opposition to the Bureau's proposal to bin debt-to-income ratio values
                into ranges, arguing that the Bureau should disclose debt-to-income
                ratio without modification. According to the commenter, binning reduces
                the utility of the data, thereby hampering understanding of lending
                practices. The commenter added that misuse of the data would be
                ``almost impossible'' because, if property address were not disclosed,
                as the Bureau proposed, re-identification of applicants and borrowers
                would be extremely difficult.
                 The Bureau finds that the industry commenter underestimates the re-
                identification risk associated with the HMDA data, even modified as
                proposed. The Bureau determines that the existence of various
                regulatory, guarantor, and investment program benchmarks justifies
                disclosing exact debt-to-income ratio values between 40 and 50 percent,
                for the reasons set forth in more detail in the proposal.\143\ Further,
                based on the comment from a group of consumer advocates and further
                analysis, the Bureau finds that a 36 percent debt-to-income ratio
                serves as an internal underwriting benchmark for many lenders. The
                ability to identify whether an applicant's debt-to-income ratio is at
                or above this level therefore also would help data users control for
                factors that might provide a legitimate explanation for disparities in
                credit and pricing decisions. The Bureau determines that the best way
                to allow users to determine whether a value is at or above this
                benchmark is to extend the range of debt-to-income values disclosed
                without modification from ``greater than or equal to 40 percent and
                less than 50 percent'' to ``greater than or equal to 36 percent and
                less than 50 percent.'' The Bureau believes that the modifications the
                Bureau intends to apply will reduce the privacy risks created by the
                public disclosure of debt-to-income ratio while preserving much of the
                benefits of the data field.
                ---------------------------------------------------------------------------
                 \143\ See id. at 44606-07.
                ---------------------------------------------------------------------------
                 The Bureau intends to disclose debt-to-income ratio as proposed,
                except that it intends to disclose without modification debt-to-income
                ratio values greater than or equal to 36 percent and less than 50
                percent instead of greater than or equal to 40 percent and less than 50
                percent. The Bureau intends to bin reported debt-to-income ratio values
                into the following ranges: 20 percent to less than 30 percent; 30
                percent to less than 36 percent; and 50 percent to less than 60
                percent. The Bureau also intends 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 the reasons discussed above and in
                the proposal, the Bureau determines, based on the information currently
                available to it, that the disclosure of reported debt-to-income ratio
                values greater than or equal to 36 percent and less than 50 percent,
                and the modifications it intends to apply to other reported debt-to-
                income ratio values, appropriately balance the privacy risks that would
                likely be created by the disclosure of this field and the benefits of
                such disclosure in light of HMDA's purposes.
                Total Units and Affordable Units
                 Regulation C requires financial institutions to report the total
                number of individual dwelling units related to the property securing
                the covered loan or, in the case of an application, proposed to secure
                the covered loan (total units).\144\ Regulation C also requires
                financial institutions to report, for properties that include
                multifamily dwellings, the number of affordable units related to the
                property. The rule defines affordable units as individual dwelling
                units related to the property that are income-restricted pursuant to
                Federal, State, or local affordable housing programs.\145\ The rule
                defines ``multifamily dwelling'' as a dwelling, regardless of
                construction method, that contains five or more individual dwelling
                units.\146\
                ---------------------------------------------------------------------------
                 \144\ 12 CFR 1003.4(a)(31).
                 \145\ 12 CFR 1003.4(a)(32). Insured depository institutions and
                insured credit unions are not required to report affordable units
                for loans or applications that are partially exempt under the
                EGRRCPA. See 83 FR 45325, 45329 (Sept. 7, 2018).
                 \146\ 12 CFR 1003.2(n). Under Regulation C, a covered loan is
                secured by a multifamily dwelling if it is secured by the entire
                multifamily dwelling; thus, a loan to purchase an entire apartment
                building or condominium building would be a loan secured by a
                multifamily dwelling, while a loan to purchase an individual
                condominium in that building would not be. Comment 2(n)-3.
                ---------------------------------------------------------------------------
                 The total units and affordable units data fields were not reported
                fields prior to the 2015 HMDA Final Rule; the Bureau added them to the
                2015 HMDA Final Rule using its discretionary authority provided by the
                Dodd-Frank Act's amendment to HMDA to require the reporting of ``such
                other information as the Bureau may require.'' \147\ Prior to the 2015
                HMDA Final Rule, however, data users could determine whether a property
                was a multifamily property, because the ``property type'' data field--
                which was eliminated under the 2015 HMDA Final Rule--included a code
                for ``multifamily.'' Property type was disclosed to the public without
                modification under the Board's disclosure regime.
                ---------------------------------------------------------------------------
                 \147\ 12 U.S.C. 2803(b)(6)(J).
                ---------------------------------------------------------------------------
                 The Bureau proposed to disclose these data fields to the public as
                reported.\148\ The Bureau initially determined that disclosing these
                data fields would likely present low risk to applicant and borrower
                privacy, and, to the extent that disclosing these fields would create
                risk to applicant and borrower privacy, that the risks would
                [[Page 667]]
                be justified by the benefits of disclosure in light of HMDA's
                purposes.\149\
                ---------------------------------------------------------------------------
                 \148\ 82 FR 44586, 44597-99 (Sept. 25, 2017).
                 \149\ Id. at 44598 (describing in light of HMDA's purposes the
                utility of total units and affordable units--along with the other
                data fields that the Bureau proposed to disclose without
                modification on the basis that they present low privacy risk--
                including helping the public and public officials to determine
                whether financial institutions are serving the housing needs of
                their communities, to distribute public-sector investment so as to
                attract private investment to areas where it is needed, and to
                identify possible discriminatory lending patterns and enforce
                antidiscrimination statutes).
                ---------------------------------------------------------------------------
                 Several consumer advocate commenters supported the Bureau's
                proposal to disclose without modification these data fields. One
                consumer advocate commenter stated that multifamily loan data, in
                general, would help the public assess how lending practices affect low-
                and moderate-income tenants. This commenter also stated that data on
                total units would help data users determine how many households are
                affected by a loan and that the data on affordable units would provide
                valuable information about the financing of affordable housing.
                 An industry commenter opposed the proposal to disclose total units
                and affordable units for multifamily loans. This commenter stated that
                disclosure of this data for multifamily loans would create a heightened
                risk of re-identification, because the number of units and number of
                affordable units can vary widely across multifamily properties and
                therefore may allow identification of specific properties. The
                commenter requested that, for multifamily loans only, the Bureau
                exclude these data fields from the publicly available HMDA data if the
                relevant geographic area does not include enough multifamily loans to
                protect against re-identification, although the commenter did not
                specify the minimum number of loans necessary to do so. The commenter
                further recommended that, if there is a sufficient number of
                multifamily loans to protect against re-identification, the Bureau
                should disclose total units binned into ranges--the commenter suggested
                bins of 5 to 49 and 50 and above--and disclose the value reported for
                the number of affordable units as a percentage of the number of total
                units.
                 Based on these comments and the additional analysis described below
                in this paragraph, the Bureau believes that disclosing without
                modification reported values for total units of 5 and above in the
                loan-level HMDA data would likely substantially facilitate the re-
                identification of applicants or borrowers and that this risk would not
                be justified by the benefits of disclosure. The Bureau determines that
                multifamily loans are somewhat more unique than other loans in the data
                and that, in many cases, an adversary could match the reported total
                units for multifamily loans with publicly available information about
                the number of units in a multifamily property, because this information
                is widely available to the public from sources including public records
                and real estate websites.
                 For these reasons, the Bureau intends to modify the loan-level HMDA
                data disclosed to the public so that total units are binned into the
                following ranges: 5 to 24; 25 to 49; 50 to 99; 100 to 149; and 150 and
                over. The Bureau further determines that these modifications will
                reduce re-identification risk while preserving much of the benefit from
                disclosing this field, as data users will still be able to approximate
                with some precision how many units a particular transaction affects.
                Additionally, under the Bureau's approach, the bins for total units
                will align with the bins used by HUD's Rental Housing Finance Survey--
                the preeminent Federal data source on rental housing finance
                characteristics--allowing users to analyze HMDA data in combination
                with data from that survey to further HMDA's purposes. The Bureau
                determines, based on the information currently available to it, that
                these modifications appropriately balance the privacy risks that would
                likely be created by the disclosure of this field and the benefits of
                such disclosure in light of HMDA's purposes. The Bureau declines to
                adopt the bins suggested by the commenter--5 to 49 and 50 and over--
                because the Bureau concludes that these bins would provide insufficient
                precision regarding the number of housing units a transaction affects.
                The Bureau believes that the bins it is adopting better balance the
                privacy risks and disclosure benefits associated with the disclosure of
                this field.
                 The Bureau determines that disclosure in the loan-level HMDA data
                of affordable units creates minimal risk, if any, of substantially
                facilitating the re-identification of applicants and borrowers in the
                HMDA data. However, it determines that, under certain circumstances,
                disclosure without modification of affordable units would undermine the
                privacy protection that binning total units achieves and that this risk
                is not justified by the benefits of disclosure. To reduce this risk,
                the Bureau intends to disclose affordable units as a percentage of the
                value reported for total units, rounded to the nearest whole number.
                The Bureau determines that this modification appropriately balances the
                privacy risks that would likely be created by the disclosure of this
                field and the benefits of such disclosure in light of HMDA's purposes.
                Nationwide Mortgage Licensing System and Registry Identifier
                 Regulation C requires financial institutions to report the unique
                identifier the Nationwide Mortgage Licensing System and Registry (NMLSR
                ID) assigned to the mortgage loan originator, as defined in Regulation
                G, 12 CFR 1007.102, or Regulation H, 12 CFR 1008.23, as
                applicable.\150\ The NMLSR ID must be reported in numeric form, such as
                123450.\151\ In the 2015 HMDA Final Rule, the Bureau added the
                requirement to report the NMLSR ID 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.'' \152\
                ---------------------------------------------------------------------------
                 \150\ 12 CFR 1003.4(a)(34). Insured depository institutions and
                insured credit unions are not required to report NMLSR ID for loans
                or applications that are partially exempt under the EGRRCPA. 83 FR
                45325, 45329 (Sept. 7, 2018).
                 \151\ FIG, supra note 55, at 107-08.
                 \152\ 12 U.S.C. 2803(b)(6)(F).
                ---------------------------------------------------------------------------
                 The Bureau proposed to modify the loan-level HMDA data disclosed to
                the public by excluding the NMLSR ID.\153\ The Bureau initially
                determined 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 in light of HMDA's
                purposes.\154\
                ---------------------------------------------------------------------------
                 \153\ 82 FR 44586, 44608-09 (Sept. 25, 2017).
                 \154\ See id. (describing the utility of NMLSR ID in light of
                HMDA's purposes, including helping the public and public officials
                to identify possible discriminatory lending patterns and enforcing
                antidiscrimination statutes).
                ---------------------------------------------------------------------------
                 Several industry commenters and a group of consumer advocate
                commenters expressed support for the Bureau's proposal to exclude the
                NMLSR ID. The consumer advocate commenters also recommended that, in
                place of the NMLSR ID for the individual mortgage loan originator, the
                Bureau disclose the applicable NMLSR ID for the loan originator's
                company or branch. According to these commenters, disclosing the
                company or branch identifier would eliminate re-identification risk
                while helping data users assess the practices of mortgage brokers in
                the mortgage lending market, which these commenters described as a
                critical but hidden facet of the market.
                [[Page 668]]
                 The Bureau does not intend to disclose the NMLSR ID for the loan
                originator's company or branch as some commenters suggested. As
                discussed in the proposal, the Bureau believes the NMLSR ID for a loan
                originator would substantially facilitate re-identification of the HMDA
                data because it is required to appear on various documents associated
                with the loan, including the security instrument, and many
                jurisdictions publicly disclose these real estate transaction records
                in an identified form.\155\ For companies or branches with small
                numbers of mortgage loan originators, disclosing the company or branch
                identifier may allow adversaries to narrow the potential mortgage loan
                originator NMLSR IDs for the loan, which would create similar re-
                identification concerns. Further, the HMDA data reported to the Bureau
                will not contain the NMLSR ID for the loan originator's company or
                branch. Because mortgage loan originators may work out of multiple
                branches, assigning the correct branch identifier may not be possible.
                ---------------------------------------------------------------------------
                 \155\ Id.
                ---------------------------------------------------------------------------
                 The Bureau intends to modify the loan-level HMDA data disclosed to
                the public by excluding the NMLSR ID, as proposed. For the reasons
                discussed above and in more detail in the proposal, the Bureau
                determines, based on the information currently available to it, that
                this modification appropriately balances the privacy risks that would
                likely be created by the disclosure of this field and the benefits of
                such disclosure in light of HMDA's purposes.
                Automated Underwriting System Result
                 Regulation C 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.'' \156\
                Regulation C 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.'' \157\ Financial institutions report
                a code from a specified list to indicate the result or results
                generated by the AUS or AUSs used.\158\ Financial institutions may
                report up to five AUS names and five AUS results.\159\ The Bureau added
                these requirements in the 2015 HMDA Final Rule using its discretionary
                authority provided by the Dodd-Frank Act's amendment to HMDA to require
                the reporting of ``such other information as the Bureau may require.''
                \160\
                ---------------------------------------------------------------------------
                 \156\ 12 CFR 1003.4(a)(35)(i). Insured depository institutions
                and insured credit unions are not required to report these data
                fields for loans or applications that are partially exempt under the
                EGRRCPA. See 83 FR 45325, 45329 (Sept. 7, 2018).
                 \157\ 12 CFR 1003.4(a)(35)(ii).
                 \158\ FIG, supra note 55, at 109-10. AUS result is 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 or Unknown; Code 16--Other; Code 17--
                Not applicable; Code 1111--Exempt. Id.
                 \159\ Comment 4(a)(35)-3.iv.
                 \160\ 12 U.S.C. 2803(b)(6)(J).
                ---------------------------------------------------------------------------
                 The Bureau proposed to modify the loan-level HMDA data disclosed to
                the public by excluding AUS result.\161\ The Bureau initially
                determined that disclosing AUS result in the public HMDA data 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 in light of
                HMDA's purposes.\162\
                ---------------------------------------------------------------------------
                 \161\ 82 FR 44586, 44609 (Sept. 25, 2017).
                 \162\ Id. (describing the utility of AUS result in light of
                HMDA's purposes, including helping the public and public officials
                to identify possible discriminatory lending patterns and enforce
                antidiscrimination statutes).
                ---------------------------------------------------------------------------
                 A few industry commenters supported the Bureau's proposal to
                exclude AUS result from the public HMDA data. Two AUS owner commenters
                also supported the Bureau's proposal to exclude AUS result, agreeing
                with the Bureau's assessment that AUS results are sensitive. These
                commenters also incorporated by reference comments they submitted in
                connection with the 2015 HMDA Final Rule in which they expressed
                concern that AUS result could be used to reverse-engineer proprietary
                information about how AUSs are designed.
                 A group of consumer advocate commenters opposed the Bureau's
                proposal to exclude AUS result. The commenters disagreed with the
                Bureau's assessment that the benefits of disclosing AUS result do not
                justify the privacy risks that may be created by such disclosure. The
                commenters stated that AUS result can aid significantly in fair lending
                analysis by helping data users determine whether similarly situated
                borrowers were treated differently due to race, gender, or age. The
                commenters also stated that the codes for AUS result--such as
                ``Approve/Ineligible,'' ``Ineligible,'' or ``Incomplete''--would not
                reflect any more negatively on applicants than the fact of a loan
                application denial.\163\ An industry commenter also opposed the
                Bureau's proposal. The commenter stated that it would be extremely
                difficult to re-identify applicants or borrowers using AUS result
                because it is not available in other public databases, and that
                sensitivity alone should not be a basis for withholding data from the
                public where re-identification risk is low. The commenter stated
                further that AUS result is critically important in identifying possible
                discriminatory lending patterns, enforcing antidiscrimination statutes,
                understanding lenders' underwriting decisions, and determining whether
                financial institutions are serving the housing needs of their
                communities.
                ---------------------------------------------------------------------------
                 \163\ As noted above, the Bureau proposed to disclose data on
                the action taken by the financial institution--which includes
                information that a consumer's application was denied--without
                modification. Id. at 44597-99.
                ---------------------------------------------------------------------------
                 The Bureau determines that disclosing AUS result in the public HMDA
                data would likely disclose information about the applicant or borrower
                that is not otherwise public and may be harmful or sensitive. The
                Bureau finds that the industry commenter that opposed the Bureau's
                proposal underestimated the re-identification risk associated with the
                HMDA data, even modified as proposed, and that, where re-identification
                risk is present, sensitivity alone is a basis for modification under
                the balancing test. The Bureau further finds that the consumer advocate
                commenters understated the sensitivity of AUS result data. As the
                Bureau explained in the proposal, if a HMDA record were associated with
                an identified applicant or borrower, disclosure of a ``negative'' AUS
                result would reveal information that would likely be perceived as
                reflecting negatively on the applicant's or borrower's willingness or
                ability to pay.\164\ Most consumers would consider such information
                sensitive and disclosure of this information could lead to dignity harm
                or embarrassment. The Bureau also determines that scam artists and
                other bad actors could use this field to target marketing to applicants
                or borrowers to try to take advantage of vulnerable consumers. The
                Bureau determines these privacy risks are not justified by the benefits
                of disclosure.
                ---------------------------------------------------------------------------
                 \164\ Id. at 44609.
                ---------------------------------------------------------------------------
                [[Page 669]]
                 The Bureau intends to exclude AUS result from the public HMDA data,
                as proposed. For the reasons discussed above and in the proposal, the
                Bureau determines, based on the information currently available to it,
                that excluding AUS result from the public HMDA data appropriately
                balances the privacy risks that may be created by the disclosure of
                this field and the benefits of such disclosure in light of HMDA's
                purposes.
                Free-Form Text Fields
                 Regulation C requires financial institutions to use free-form text
                fields to report certain data. Free-form text fields are unique in the
                HMDA data reported to the Bureau because they allow the reporting of
                any information, rather than certain specified types of numbers or
                codes. Free-form text fields must be used to report the name and
                version of the credit scoring model used, reasons for denial, AUS
                system name, and AUS result where the financial institution reports a
                code indicating that a non-listed value applies, and the fields may
                also be used to report certain ethnicity and race information, if
                provided by the applicant or borrower.\165\ Free-form text fields used
                to report race and ethnicity must be completed by applicants; all other
                free-form text fields must be completed by the financial
                institution.\166\ The maximum number of characters for the AUS system
                name, AUS result, and reasons for denial free-form text fields,
                including spaces, is 255; the maximum number of characters including
                spaces for all other free-form text fields is 100.\167\
                ---------------------------------------------------------------------------
                 \165\ See FIG, supra note 55, at 85-86 (ethnicity), 88-89
                (race), 96 (name and version of credit scoring model used), 98
                (reasons for denial), 108-09 (AUS system name), and 110 (AUS
                result). Insured depository institutions and insured credit unions
                are not required to report these data fields for loans or
                applications that are partially exempt under the EGRRCPA. See 83 FR
                45325, 45329 (Sept. 7, 2018).
                 \166\ Id.
                 \167\ Id.
                ---------------------------------------------------------------------------
                 The Bureau proposed to modify the loan-level HMDA data disclosed to
                the public by excluding these free-form text fields.\168\ The Bureau
                initially determined that free-form text fields would allow the
                reporting of any information, including information that creates risks
                to applicant and borrower privacy, and that, given the amount of HMDA
                data reported each year, it would 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 initially
                determined that 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 in
                light of HMDA's purposes.\169\
                ---------------------------------------------------------------------------
                 \168\ 82 FR 44586, 44609-10 (Sept. 25, 2017).
                 \169\ Id.
                ---------------------------------------------------------------------------
                 Two industry commenters supported the Bureau's proposal to exclude
                free-form text fields. A group of consumer advocate commenters
                requested that the Bureau clarify that financial institutions cannot
                use the free-form text field to report a reason for denial if the
                reason for denial can be reported using an available code.
                 The Bureau intends to exclude free-form text fields from the public
                HMDA data, as proposed. For the reasons discussed above and in the
                proposal, the Bureau determines, based on the information currently
                available to it, that excluding free-form text fields from the public
                HMDA data appropriately balances the privacy risks that may be created
                by the disclosure of this field and the benefits of such disclosure in
                light of HMDA's purposes.\170\
                ---------------------------------------------------------------------------
                 \170\ The consumer advocate commenters' request seeks
                clarification about a matter unrelated to the subject of this final
                policy guidance, which is the disclosure of loan-level HMDA data.
                For information about how reasons for denial should be reported, see
                12 CFR 1003.4(a)(16), Comment 4(a)(16)-1 through -4, and the FIG,
                supra note 55, at 96-98.
                ---------------------------------------------------------------------------
                Inclusion of Multifamily Loan Data
                 One industry commenter recommended that the Bureau not disclose any
                loan-level data concerning loans secured by multifamily dwellings. The
                commenter stated that all data reported for these applications and
                loans should be excluded from the loan-level data made available to the
                public because HMDA's principal focus is single-family consumer-purpose
                mortgage transactions; the data required to be reported are
                inapplicable to multifamily loans; and multifamily lending differs from
                consumer-purpose single-family lending (e.g., because different
                criteria is considered in underwriting).
                 The Bureau declines to categorically exclude multifamily loan data
                from the public HMDA data. As noted above, HMDA requires that HMDA data
                be made available to the public except as the Bureau determines
                necessary to protect applicant and borrower privacy interests.\171\
                Because the Bureau determines that most of the HMDA data create low, if
                any, privacy risk, and that any risks are justified by the benefits in
                light of HMDA's purposes, excluding all multifamily loan data would be
                inconsistent with the statute and the balancing test. In addition,
                multifamily loans have always been included in the public HMDA data and
                Regulation C exempts lenders, on a data field-by-data field basis, from
                reporting data that is inapplicable to multifamily loans. Further, the
                Bureau concludes that the differences between single-family and
                multifamily loans do not reduce the value of public multifamily loan
                data for advancing HMDA's purposes, especially considering that
                multifamily housing is a vital component of the nation's housing stock.
                ---------------------------------------------------------------------------
                 \171\ See supra note 18 and accompanying text; part IV.A
                (responding to comments suggesting that the Bureau exclude from the
                public data or disclose only in aggregate form all HMDA data or all
                new data required to be reported under the 2015 HMDA Final Rule).
                ---------------------------------------------------------------------------
                C. Other Comments Received
                Additional Data
                 Prior to the 2015 HMDA Final Rule, Regulation C required 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. To reduce burden on
                financial institutions, the 2015 HMDA Final Rule eliminated from this
                provision the requirement to report the MSA or Metropolitan Division in
                which the property is located.\172\ The Bureau proposed to identify in
                the public data, for each loan and application that would have been
                subject to this provision prior to the 2015 HMDA Final Rule, the MSA or
                Metropolitan Division in which the property securing or proposed to
                secure the loan is located. The Bureau received no comments on this
                proposal. For each loan and application with respect to which the
                financial institution reports property location information, the Bureau
                intends to identify in the public data the applicable MSA or
                Metropolitan Division.\173\
                ---------------------------------------------------------------------------
                 \172\ 12 CFR 1003.4(a)(9)(ii) (effective Jan. 1, 2018); 80 FR
                66128, 66187 (Oct. 28, 2015).
                 \173\ If applicable, the MSA or Metropolitan Division will be
                included in the annual loan-level disclosure of all reported HMDA
                data combined, rather than in the modified loan/application register
                for each financial institution.
                ---------------------------------------------------------------------------
                 The FFIEC has historically included with its annual loan-level
                disclosure of all reported HMDA data the following census and income
                data: (1) Population (total population in tract); (2) Minority
                Population Percent (percentage of minority population to total
                population for tract, carried to two decimal places); (3) FFIEC Median
                Family Income (FFIEC Median family income in dollars for the MSA/MD in
                which the tract is
                [[Page 670]]
                located (adjusted annually by FFIEC)); (4) 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); (5) Number of Owner Occupied Units (number of dwellings,
                including individual condominiums, that are lived in by the owner); and
                (6) Number of 1- to 4-Family units (dwellings that are built to house
                fewer than five families). These data are intended to provide
                additional context to the reported HMDA data. The Bureau proposed to
                continue to include these data in the combined loan-level HMDA data
                disclosed to the public.
                 A group of consumer advocate commenters supported the proposal to
                continue to include the census and income data the FFIEC historically
                has included with its annual loan-level disclosure of all reported HMDA
                data. These commenters stated that the Minority Population Percent data
                can be incomplete as a demographic indicator and that disclosing the
                percentages of African-American and Hispanic populations separately
                would allow for a more accurate picture of the experience of geographic
                areas and neighborhoods in lending markets. These commenters also
                stated that, although neighborhoods with predominantly Asian residents
                are currently not as widespread as predominantly Hispanic and African-
                American neighborhoods, adding the percentage of Asians living in each
                census tract would be valuable in some major markets.
                 The Bureau intends that the census and income data historically
                included with the annual loan-level disclosure of all reported HMDA
                continues to be included with this disclosure. The Bureau will consider
                whether to recommend that the FFIEC add to these data the more granular
                minority population percentage data the consumer advocate commenters
                requested. Issuance of this final policy guidance does not require that
                a determination be made concerning the addition of the more granular
                data to the FFIEC's annual loan-level disclosure.
                 The FFIEC historically also has included with its annual loan-level
                disclosure of all reported HMDA 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 stated in the
                proposal that it believed the application date indicator for pre- and
                post-January 2004 is no longer useful to the analysis of the HMDA data
                and therefore proposed to no longer include the indicator in the
                combined loan-level HMDA data disclosed to the public. The Bureau
                received no comments concerning the application date indicator. The
                Bureau intends that the application date indicator historically
                included with the annual loan-level disclosure of all reported HMDA
                data is no longer included with this disclosure.
                Restricted Access Program
                 The Bureau stated in the proposal that, as it had previously
                indicated in the supplementary information to the 2015 HMDA Final Rule,
                it believed HMDA's public disclosure purposes may be furthered by
                allowing industry and community researchers and academics to access the
                unmodified HMDA data through a restricted access program, for research
                purposes. The Bureau did not propose to establish a restricted access
                program but rather stated in the proposal that it continued 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.
                 Two industry commenters expressed concerns that such a program
                would create risk that the data would be misused or subject to a data
                breach. A group of consumer advocate commenters supported such a
                program and offered specific suggestions concerning how it should be
                structured. The Bureau will take these comments into consideration as
                it continues to evaluate access to unmodified HMDA data through a
                restricted access program. Issuance of this final policy guidance does
                not require that a determination be made concerning a restricted access
                program.
                Legislative Rulemaking
                 A group of industry commenters asserted that HMDA requires the
                Bureau to use a legislative rulemaking under the APA, rather than
                policy guidance, to identify the modifications to be applied to the
                loan-level HMDA data before it is disclosed to the public and suggested
                that the Bureau delay public disclosure of the data until such
                rulemaking is complete. Another industry commenter expressed concern
                that the Bureau did not use a rulemaking to determine the HMDA data to
                be disclosed to the public and stated that the Bureau should not
                disclose any new HMDA data until such a rulemaking is undertaken.
                 The Bureau determines that its adoption of the balancing test in
                the 2015 HMDA Final Rule satisfies its obligations under HMDA; HMDA
                does not require a legislative rulemaking to identify modifications to
                the public HMDA data. As discussed in more detail in the proposal,\174\
                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 public
                disclosure 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 disclosure
                of the unmodified data creates risks to applicant and borrower privacy
                interests that are not justified by the benefits of such disclosure in
                light of the statutory purposes.\175\ This 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.\176\ The final
                policy guidance applies 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.
                ---------------------------------------------------------------------------
                 \174\ See 82 FR 44586, 44589 (Sept. 25, 2017).
                 \175\ 80 FR 66128, 66134 (Oct. 28, 2015).
                 \176\ Id.
                ---------------------------------------------------------------------------
                 Nonetheless, as noted above, even though it is not required to do
                so as a matter of law, the Bureau has decided that it would be
                beneficial to undergo a separate notice and comment legislative
                rulemaking under the APA to determine what HMDA data will be disclosed
                in future years. The Bureau will commence such a rulemaking in May
                2019.
                Data Collection and Reporting Under the 2015 HMDA Final Rule and
                Related Data Security Concerns
                 Several industry commenters raised concerns with the data
                collection and reporting requirements imposed on financial institutions
                by the 2015 HMDA Final Rule, and one consumer advocate commenter
                requested that the Bureau require the collection and reporting of
                additional data. These comments are outside the scope of the proposed
                policy guidance, which concerned only the public disclosure of data
                collected and reported, not the collection and reporting itself.\177\
                As
                [[Page 671]]
                mentioned above, the Bureau intends to reconsider aspects of the 2015
                HMDA Final Rule. Concerns about the data required to be collected and
                reported under Regulation C are more appropriately raised in comments
                submitted in connection with that rulemaking.
                ---------------------------------------------------------------------------
                 \177\ The Bureau noted in the proposed policy guidance that the
                proposal did not reopen any portion of the 2015 HMDA Final Rule, as
                the Bureau did not intend, in the policy guidance, to revisit any
                decisions made in that rulemaking. See 82 FR 44586, 44587 (Sept. 25,
                2017).
                ---------------------------------------------------------------------------
                 Several industry commenters also raised data security concerns
                related to the collection and reporting of HMDA data, including
                concerns with the system lenders use to submit their HMDA data to the
                Bureau and the Bureau's ability to protect the data during transmission
                and storage. A few of these commenters urged the Bureau to publish the
                details of its information security practices and procedures to address
                these concerns. One industry commenter suggested that financial
                institutions would be liable for a data breach at the Bureau that
                exposed nonpublic HMDA data, and also that financial institutions would
                be required to mitigate damages incurred by their customers as a result
                of such a breach. Again, these comments are outside the scope of the
                proposed policy guidance, which concerns the Bureau's intentional
                disclosure of HMDA data to the public as required by the statute. No
                comments received on the proposed policy guidance addressed data
                security concerns raised by the Bureau's proposed disclosure of HMDA
                data as required by HMDA.
                Public Education
                 A group of industry commenters expressed concern that applicants do
                not understand why financial institutions must ask for certain
                sensitive information and report the information to the Bureau, and why
                such information may be publicly disclosed. These commenters suggested
                that explanatory information provided at the time of application would
                be especially helpful, and asked that the Bureau consult with industry
                and engage in educational efforts concerning the purposes and
                requirements of HMDA. A group of consumer advocate commenters requested
                that the Bureau produce materials to help data users understand the
                HMDA data to be made public and in what form. These commenters
                suggested that the Bureau update a chart it has previously made public,
                describing the HMDA data to be collected and reported, to reflect if
                and how the data will be made available to the public. The Bureau will
                consider, as it does in the ordinary course of its business, whether to
                address the concerns expressed in these comments.
                V. Regulatory Requirements
                 The Bureau concludes that the final 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 APA pursuant
                to 5 U.S.C. 553(b). Because no notice of proposed rulemaking was
                required, the Regulatory Flexibility Act does not require an initial or
                final regulatory flexibility analysis.\178\ 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 determines that this final 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 Bureau of Consumer Financial Protection (Attention: PRA
                Office), 1700 G Street NW, Washington DC 20552, or by email to
                CFPB_Public_PRA@cfpb.gov. The Bureau stated these conclusions in the
                proposed policy guidance and did not receive any comments on them.
                ---------------------------------------------------------------------------
                 \178\ 5 U.S.C. 603(a), 604(a).
                ---------------------------------------------------------------------------
                VI. Congressional Review Act
                 Pursuant to the Congressional Review Act (5 U.S.C. 801 et seq.),
                the Bureau plans to submit a report containing this policy guidance and
                other required information to each House of the Congress and the
                Comptroller General. The Bureau plans to make such a submission at
                least 60 days prior to the date the Bureau will first publish loan-
                level HMDA data consistent with this policy guidance. The Bureau
                expects to publish such information on March 29, 2019. The Office of
                Information and Regulatory Affairs has designated this policy guidance
                as a ``major rule'' under 5 U.S.C. 804(2).
                VII. Final Policy Guidance on Disclosure of Loan-Level HMDA Data
                 The text of the final 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.\179\ 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.\180\
                ---------------------------------------------------------------------------
                 \179\ 12 U.S.C. 2801(b).
                 \180\ See Home Mortgage Disclosure, 54 FR 51356, 51357 (Dec. 15,
                1989) (recognizing the purpose of identifying possible
                discriminatory lending patterns and enforcing antidiscrimination
                statutes in light of the 1989 amendments to HMDA, which mandated the
                reporting of the race, sex, and income of loan applicants).
                ---------------------------------------------------------------------------
                 In 2010, Congress enacted the Dodd-Frank Wall Street Reform and
                Consumer Protection Act (Dodd-Frank Act).\181\ 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 by rule 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),\182\
                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
                [[Page 672]]
                the Bureau of Consumer Financial Protection (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].'' \183\
                ---------------------------------------------------------------------------
                 \181\ Dodd-Frank Wall Street Reform and Consumer Protection Act,
                Public Law 111-203, 124 Stat. 1376, 1980, 2035-38, 2097-101 (2010).
                 \182\ 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--the Department of
                Housing and Urban Development. Together with the Bureau, these
                agencies are referred to herein as ``the agencies.''
                 \183\ 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.'' 12 U.S.C. 2803(h)(3)(A).
                ---------------------------------------------------------------------------
                 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, including adding a number of new
                data points.\184\ Most provisions of the 2015 HMDA Final Rule took
                effect on January 1, 2018,\185\ and apply to data financial
                institutions collect beginning in 2018 and report beginning in 2019.
                ---------------------------------------------------------------------------
                 \184\ See generally Home Mortgage Disclosure (Regulation C), 80
                FR 66128 (Oct. 28, 2015); see also Home Mortgage Disclosure
                (Regulation C), 80 FR 69567 (Nov. 10, 2015) (making technical
                corrections).
                 \185\ 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 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 HMDA's 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.\186\
                ---------------------------------------------------------------------------
                 \186\ 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 the Bureau intends to apply to the data. This policy
                guidance is exempt from notice and comment rulemaking requirements
                under the Administrative Procedure Act pursuant to 5 U.S.C. 553(b) and
                is non-binding.
                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 Final Rule as follows:
                 1. Except as provided in paragraphs 2 through 8 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), or non-universal loan identifier, collected pursuant
                to 83 FR 45325, 45330 (Sept. 7, 2018);
                 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 where possible 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 36 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 36 percent and less than 50 percent.
                [[Page 673]]
                 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.
                 7. With respect to the number of individual dwelling units related
                to 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)(31), the Bureau intends to:
                 a. Bin reported values into the following ranges, as applicable: 5
                to 24; 25 to 49; 50 to 99; and 100 to 149;
                 b. Top-code reported values over 149; and
                 c. Disclose, without modification, reported values below 5.
                 8. With respect to the number of individual dwelling units related
                to the property that are income-restricted pursuant to Federal, State,
                or local affordable housing programs, collected pursuant to 12 CFR
                1003.4(a)(32), the Bureau intends to disclose reported values as a
                percentage, rounded to the nearest whole number, of the value collected
                pursuant to 12 CFR 1003.4(a)(31).
                 Dated: December 20, 2018.
                Kathleen Kraninger,
                Director, Bureau of Consumer Financial Protection.
                [FR Doc. 2018-28404 Filed 1-30-19; 8:45 am]
                BILLING CODE 4810-AM-P
                

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