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CFPB seeks to prevent algorithmic bias
On February 23, the CFPB released an outline of possible options for upcoming rulemaking to prevent algorithmic bias in automated home valuation models (AVMs). Dodd-Frank mandates that the Bureau, Federal Reserve Board, OCC, FDIC, NCUA, and FHFA engage in joint agency rulemaking to strengthen the oversight of AVMs, which requires (i) ensuring a high level of confidence in the estimates; (ii) protecting against data manipulation; (iii) avoiding conflicts of interest; (iv) requiring random sample testing and reviews; and (v) accounting for other factors deemed “appropriate” by the agencies. The Small Business Advisory Review Panel’s Outline of Proposals and Alternatives Under Consideration details options for ensuring computer models used to determine home valuations are accurate and fair. While recognizing that AVMs “have the potential to contribute to lower costs and shorter turnaround times in the performance of property valuations” and are increasingly being used—in part due to advances in database and modeling technology and the availability of larger property datasets—the Bureau cautioned that using AVMs may introduce several risks that can impact data integrity and accuracy. The outline also expressed concerns that AVMs may “reflect bias in design and function or through the use of biased data and may introduce fair lending risk.” To mitigate potential fair lending risks in AVMs, the Bureau stated it is considering proposing “a requirement that covered institutions establish policies, practices, procedures, and control systems to ensure that their AVMs comply with applicable nondiscrimination laws.” The Bureau added that it “preliminarily believe[s] standards designed to ensure compliance with applicable nondiscrimination laws may help ensure the accuracy, reliability, and independence of AVMs for all consumers and users.” Without proper safeguards, the Bureau warned in its announcement that “flawed” AVMs “could digitally redline certain neighborhoods and further embed and perpetuate historical lending, wealth, and home value disparities.”
Among other things, the outline also previewed definitions under consideration for terms such as “mortgage originator,” “mortgage,” and “consumer’s principal dwelling,” and noted that the Bureau is considering a “principles-based option” to allow regulated institutions more flexibility to set their own AVM quality control standards, as well as a “prescriptive option” with a more detailed set of requirements for institutions to reduce potential compliance uncertainty. “It is tempting to think that machines crunching numbers can take bias out of the equation, but they can’t,” CFPB Director Rohit Chopra said. “This initiative is one of many steps we are taking to ensure that in-person and algorithmic appraisals are fairer and more accurate.”
The Bureau stated that the next step will be to review the options to determine their potential impact on small business stakeholders as required by the Small Business Regulatory Enforcement Fairness Act of 1996. Feedback will be used to inform the Bureau’s efforts on developing a formal proposal with the other agencies.
FHFA releases AI/ML risk management guidance for GSEs
On February 10, FHFA released Advisory Bulletin (AB) 2022-02 to Fannie Mae and Freddie Mac (GSEs) on managing risks related to the use of artificial intelligence and machine learning (AI/ML). Recognizing that while the use of AI/ML has rapidly grown among financial institutions to support a wide range of functions, including customer engagement, risk analysis, credit decision-making, fraud detection, and information security, FHFA warned that AI/ML may also expose a financial institution to heightened compliance, financial, operational, and model risk. In releasing AB 2022-02 (the first publicly released guidance by a U.S. financial regulator that specifically focuses on AI/ML risk management), FHFA advised that the GSEs should adopt a risk-based, flexible approach to AI/ML risk management that should also be able “to accommodate changes in the adoption, development, implementation, and use of AI/ML.” Diversity and inclusion (D&I) should also factor into the GSEs’ AI/ML processes, stated a letter released the same day from FHFA’s Office of Minority and Women Inclusion, which outlined its expectations for the GSEs “to embed D&I considerations throughout all uses of AI/ML” and “address explicit and implicit biases to ensure equity in AI/ML recommendations.” The letter also emphasized the distinction between D&I and fairness and equity, explaining that D&I “requires additional deliberation because it goes beyond the equity considerations of the impact of the use of AI/ML and requires an assessment of the tools, mechanisms, and applications that may be used in the development of the systems and processes that incorporate AI/ML.”
Additionally, AB 2022-02 outlined four areas of heightened risk in the use of AI/ML: (i) model risk related to bias that may lead to discriminatory or unfair outcomes (includes “black box risk” where a “lack of interpretability, explainability, and transparency” may exist); (ii) data risk, including concerns related to the accuracy and quality of datasets, bias in data selection, security of data from manipulation, and unfamiliar data sources; (iii) operational risks related to information security and IT infrastructure, among other things; and (iv) regulatory and compliance risks concerning compliance with consumer protection, fair lending, and privacy laws. FHFA provided several key control considerations and encouraged the GSEs to strengthen their existing risk management frameworks where heightened risks are present due to the use of AI/ML.
FHFA issues guidance to GSEs on insider trading
On February 8, the FHFA released AB 2022-01: Insider Trading Risk Management, which provides guidance to Fannie Mae and Freddie Mac (GSEs) on managing insider trading risk and related conflicts of interest. The Bulletin defines illegal insider trading as an individual or entity in possession of material nonpublic information (MNPI), “obtained through their employment or other involvement with a company,” purchasing, selling or otherwise trading their own company’s securities or non-company securities based on MNPI, or “when a person or entity improperly discloses MNPI to a third party.” The Bulletin explains that the GSEs are expected to establish and maintain a compliance program based on risk assessment processes to manage insider trading activities and risks. In order to mitigate these risks, the Bulletin advised the GSEs to “examine the nature of its business and its prior history of insider trading risk events, determine what types of illegal insider trading activities pose the greatest risk, and adopt effective controls to detect and prevent such misconduct.” The Bulletin directs the GSEs to address the following topics: (i) establishing an “effective [corporate] governance framework” for the GSEs; (ii) creating an “effective risk identification and assessment system;” (iii) “identifying, managing, and reporting on insider trading-related controls;” (iv) creating procedures for regular internal surveillance and monitoring of insider trading risks ‘to identify changes or trends in exposures over time;” and (v) developing procedures for effective internal and external disclosures and reporting.
Agencies emphasize illegality of appraisal discrimination
On February 4, CFPB Fair Lending Director Patrice Ficklin, along with senior staff from the Federal Reserve Board, OCC, FDIC, NCUA, HUD, FHFA, and DOJ, sent a joint letter to The Appraisal Foundation (TAF) emphasizing that discrimination prohibitions under the Fair Housing Act (FHA) and ECOA extend to appraisals. The joint letter, sent in response to a request for comments on proposed changes to the 2023 Appraisal Standards Board Ethics Rule (Ethics Rule) and Advisory Opinion 16, noted that while provisions prohibit an appraiser from relying on “unsupported conclusions relating to characteristics such as race, color, religion, national origin, sex, sexual orientation, gender, marital status, familial status, age, receipt of public assistance income, disability, or an unsupported conclusion that homogeneity of such characteristics is necessary to maximize value,’” the “provisions do not prohibit an appraiser from relying on ‘supported conclusions’ based on such characteristics and, therefore, suggest that such reliance may be permissible.” The letter noted that the federal ban on discrimination under the FHA and ECOA is not limited only to “unsupported” conclusions, and any discussions related to potential appraisal bias should be consistent with all applicable nondiscrimination laws. The joint letter encouraged TAF to present the nondiscrimination requirements as “an essential part of any guidance provided in the Ethics Rule or Advisory Opinion 16 to ensure compliance with fair housing and fair lending laws.”
In a blog post, Ficklin noted that despite the fact that federal law prohibits racial, religious, and other discrimination in home appraisals, there are still reports of appraisers making “value judgments on biased, unfounded assumptions about borrowers and the neighborhoods in which they live.” Additionally, Ficklin noted that the Bureau is carefully reviewing findings presented in a report funded by the Federal Financial Institutions Examination Council's Appraisal Subcommittee, which raised serious concerns related to existing appraisal standards and provided recommendations with respect to fairness, equity, objectivity, and diversity in appraisals and the training and credentialing of appraisers.
Agencies adjust civil penalties to account for inflation
Recently, the CFPB, CFTC, FDIC, FinCen, FHFA, and OCC provided notice in the Federal Register regarding adjustments to the maximum civil money penalties due to inflation pursuant to the Federal Civil Penalties Inflation Adjustment Act of 1990, as amended by the Federal Civil Penalties Inflation Adjustment Act Improvements Act of 2015. Each notice or final rule (see CFPB here, CFTC here, FDIC here, FinCen here, FHFA here, and OCC here) adjusts the maximum amounts of civil money penalties and provides a chart reflecting the inflation-adjusted maximum amounts associated with the penalty tiers for particular types of violations within each regulator’s jurisdiction. The OCC’s adjusted civil money penalty amounts are applicable to penalties assessed on or after January 12. The new CFPB, CFTC, FDIC, and FHFA civil money penalty amounts are applicable to penalties assessed on or after January 15. FinCEN's adjusted civil money penalty amounts are effective January 24.
FHFA sets targeted fee increases for certain loans
On January 5, FHFA announced targeted increases to the upfront fees for certain high-balance loans and second home loans sold to Fannie Mae and Freddie Mac (GSEs). Upfront fees for high-balance loans will increase between 0.25 percent and 0.75 percent, tiered by loan-to-value ratio. Upfront fees for second home loans will increase between 1.125 percent and 3.875 percent, also tiered by loan-to-value ratio. In order to continue to provide support for affordable housing, certain loans, including HomeReady, Home Possible, HFA Preferred and HFA Advantage, will not be subject to the increased fees. Additionally, “loans to first time homebuyers in high cost areas with incomes at or below 100 percent of area median income will have no specific high balance upfront fees.” The new fees will take effect April 1, to “minimize market and pipeline disruption,” FHFA stated. Acting Director Sandra Thompson said the fee increases are another step FHFA is taking to strengthen the GSEs’ safety and soundness, while also ensuring access to credit for first-time homebuyers and low- and moderate-income borrowers. “These targeted pricing changes will allow the [GSEs] to better achieve their mission of facilitating equitable and sustainable access to homeownership, while improving their regulatory capital position over time,” Thompson said.
FHFA proposes rule on GSE capital plans
On December 16, FHFA issued a noticed of proposed rulemaking (NPRM) that would require Fannie Mae and Freddie Mac (GSEs) to submit annual capital plans and provide prior notice for certain capital actions, “consistent with the regulatory framework for capital planning for large bank holding companies.” Under the NPRM, the GSEs would be required to assess their risks and submit capital plans to FHFA annually by May 20. These capital plans must include several mandatory elements, including (i) “[a]n assessment of the expected sources and uses of capital over the planning horizon that reflects the [GSE]’s size, complexity, risk profile and scope of operations, assuming both expected and stressful conditions”; (ii) “[e]stimates of projected revenues, expenses, losses, reserves and pro forma capital levels,” along with any additional capital measures the GSEs deem relevant; (iii) “[a] description of all planned capital actions over the planning horizon”; (iv) a discussion of stress test results and how the capital plans will account for these results; and (iv) a discussion of any anticipated changes to a GSE’s business plan that may likely have a material impact on the GSE’s capital adequacy or liquidity. FHFA stated that it intends to review the capital plans for comprehensiveness, reasonableness, and relevant supervisory information, and plans to review the GSEs’ regulatory and financial reports, as well as the results of any conducted stress tests and any other information required by FHFA or related to the GSEs’ capital adequacy. Should the GSEs determine that there has been or will be a material change to their risk profile, financial condition, or corporate structure since the submission of the last plan (or if directed by FHFA), they must resubmit their capital plans within 30 days. The NPRM also incorporates the determination of the stress capital buffer into the capital planning process, which will be provided to the GSEs by August 15 of each year, along with an explanation of the results of the supervisory stress test. Comments on the NPRM are due within 60 days of publication in the Federal Register.
Agencies will not amend qualified residential mortgage definition
Recently, the OCC, Federal Reserve Board, FDIC, FHFA, SEC, and HUD issued an interagency notice stating that no changes will be made to the definition of “qualified residential mortgage” (QRM) under the Credit Risk Retention Regulations. The agencies also left unchanged a community-focused residential mortgage exemption from TILA’s ability-to-pay requirement, after determining that the exemption serves the public interest by making “safe, sustainable loans” available to low-to-moderate-income communities. An exemption for qualifying three-to-four-unit residential mortgage loans was also left unchanged after the agencies determined that the underlying properties “are a source of affordable housing” and, given the number of mortgages collateralized by three-to-four-unit properties, the exemption “does not appear to be spurring any significant speculative activity in the securitization market.”
As part of the Credit Risk Retention Regulations, which were established under Dodd-Frank, federal banking agencies are required to periodically review the QRM definition “to assess developments in the residential mortgage market, including the results of the statutorily required five-year review by the [CFPB] of the ability-to-repay rules and the QM definition.” During their review of the QRM definition, the agencies confirmed that the current QRM definition was “predictive of a lower risk of default” and “did not appear to be a material factor in credit conditions during the review period.”
Biden nominates Sandra L. Thompson as FHFA Director
On December 14, President Biden nominated Sandra L. Thompson to serve as FHFA Director. Thompson has served as acting Director since June following the U.S. Supreme Court’s split decision in Collins v. Yellen, which held that it was unconstitutional for FHFA’s leadership structure to only allow the President to fire the FHFA director for cause. (Covered by InfoBytes here.)
According to the announcement, Thompson’s “over four decades of government experience in financial regulation, risk management, and consumer protection” includes previously serving as Deputy Director of FHFA’s Division of Housing Mission and Goals where she oversaw the agency’s housing and regulatory policy, capital policy, financial analysis, and fair lending space, as well as all mission activities for the GSEs and the Federal Home Loan Banks. Thompson also worked for more than 23 years at the FDIC where she served in a variety of leadership positions. Her most recent position at the FDIC was Director of the Division of Risk Management Supervision. Thompson also led the FDIC’s “examination and enforcement program for risk management and consumer protection at the height of the financial crisis” and “the FDIC’s outreach initiatives in response to a crisis of consumer confidence in the banking system.”
CFPB publishes fall 2021 rulemaking agenda
On December 13, the Office of Information And Regulatory Affairs released the CFPB’s fall 2021 rulemaking agenda. According to a Bureau announcement, the information released represents regulatory matters the Bureau plans to pursue during the period from November 2, 2021 to October 31, 2022. Additionally, the Bureau stated that the latest agenda reflects continued rulemakings intended to further its consumer financial protection mission and help advance the country’s economic recovery from the Covid-19 pandemic. Promoting racial and economic equity and supporting underserved and marginalized communities’ access to fair and affordable credit continue to be Bureau priorities.
Key rulemaking initiatives include:
- Small Business Rulemaking. This fall, the Bureau issued its long-awaited proposed rule (NPRM) for Section 1071 regulations, which would require a broad swath of lenders to collect data on loans they make to small businesses, including information about the loans themselves, the characteristics of the borrower, and demographic information regarding the borrower’s principal owners. (Covered by a Buckley Special Alert.) The NPRM comment period goes through January 6, 2022, after which point the Bureau will review comments as it moves to develop a final rule. Find continuing Section 1071 coverage here.
- Consumer Access to Financial Records. The Bureau noted that it is working on rulemaking to implement Section 1033 of Dodd-Frank in order to address the availability of electronic consumer financial account data. The Bureau is currently reviewing comments received in response to an Advance Notice of Proposed Rulemaking (ANPR) issued fall 2020 regarding consumer data access (covered by InfoBytes here). Additionally, the Bureau stated it is monitoring the market to consider potential next steps, “including whether a Small Business Review Panel is required pursuant to the Regulatory Flexibility Act.”
- Property Assessed Clean Energy (PACE) Financing. As previously covered by InfoBytes, the Bureau published an ANPR in March 2019 seeking feedback on the unique features of PACE financing and the general implications of regulating PACE financing under TILA (as required by Section 307 of the Economic Growth, Regulatory Relief, and Consumer Protection Act, which amended TILA to mandate that the Bureau issue certain regulations relating to PACE financing). The Bureau noted that it continues “to engage with stakeholders and collect information for the rulemaking, including by pursuing quantitative data on the effect of PACE on consumers’ financial outcomes.”
- Automated Valuation Models (AVM). Interagency rulemaking is currently being pursued by the Bureau, Federal Reserve Board, OCC, FDIC, NCUA, and FHFA to develop regulations for AVM quality control standards as required by Dodd-Frank amendments to FIRREA. The standards are designed to, among other things, “ensure a high level of confidence in the estimates produced by the valuation models, protect against the manipulation of data, seek to avoid conflicts of interest, require random sample testing and reviews,” and account for any other appropriate factors. An NPRM is anticipated for June 2022.
- Amendments to Regulation Z to Facilitate LIBOR Transition. As previously covered by InfoBytes, the Bureau issued a final rule on December 7 to facilitate the transition from LIBOR for consumer financial products, including “adjustable-rate mortgages, credit cards, student loans, reverse mortgages, [and] home equity lines of credit,” among others. The final rule amended Regulation Z, which implements TILA, to generally address LIBOR’s eventual cessation for most U.S. dollar settings in June 2023, and establish requirements for how creditors must select replacement indices for existing LIBOR-linked consumer loans. The final rule generally takes effect April 1, 2022.
- Reviewing Existing Regulations. The Bureau noted in its announcement that it decided to conduct an assessment of a rule implementing HMDA (most of which took effect January 2018), and referred to a notice and request for comments issued last month (covered by InfoBytes here), which solicited public comments on its plans to assess the effectiveness of the HMDA Rule. Additionally, the Bureau stated that it finished a review of Regulation Z rules implementing the Credit Card Accountability Responsibility and Disclosure Act of 2009, and that “[a]fter considering the statutory review factors and public comments,” it “determined that the CARD Act rules should continue without change.”
Notably, there are 14 rulemaking activities that are listed as inactive on the fall 2021 agenda, including rulemakings on overdraft services, consumer reporting, student loan servicing, Regulation E modernization, abusive acts and practices, loan originator compensation, and TILA/RESPA mortgage disclosure integration.