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Keywords:credit access 

Discussion Paper
Introducing the SCE Credit Access Survey

Today, we are releasing new data on consumers? experiences and expectations regarding credit demand. We?ve been collecting these data every four months since mid-2013, as part of our Survey of Consumer Expectations (SCE). Other data sources describing consumer credit either provide aggregates that are an interaction of credit supply and demand (such as the FRBNY Consumer Credit Panel), or show only short-term changes in supply and demand (as reported by the supply side in the Senior Loan Officer Opinion Survey), or are too infrequent to provide a real-time picture of changes in consumer ...
Liberty Street Economics , Paper 20141120

Discussion Paper
Who Uses “Buy Now, Pay Later?”

“Buy now, pay later” (BNPL) has become an increasingly popular form of payment among Americans in recent years. While BNPL provides shoppers with the flexibility to pay for goods and services over time, usually with zero interest, the Consumer Financial Protection Bureau (CFPB) has identified several areas of potential consumer harm associated with its growing use, including inconsistent consumer protections, and the risk of excessive debt accumulation and over-extension. BNPL proponents have argued that the service enables improved credit access and greater financial inclusion, with ...
Liberty Street Economics , Paper 20230926

Speech
Welcoming Remarks: 2025 Crossing the Credit Barrier Conference

St. Louis Fed President Alberto Musalem gave welcoming remarks to open the two-day conference. Held at the St. Louis Fed, the conference was co-sponsored by the Federal Reserve Banks of Boston, Philadelphia and Richmond.
Speech

Journal Article
The Determinants of Mortgage Denial

We analyze over 30 million home purchase mortgage applications from 2018–2024 using publicly available Home Mortgage Disclosure Act (HMDA) data to study the determinants of mortgage denial. We establish three primary findings. First, credit access is highly sensitive to monetary policy; the 2022–2023 tightening drove aggregate denial rates from 12.2% to 15.7% via the debt-to-income (DTI) channel. Second, we identify a critical nonlinearity in underwriting: While the 43% qualified mortgage (QM) threshold—below which lenders receive legal safe harbor from ability-to-repay claims—is ...
Review , Volume 108 , Issue 5 , Pages 1-36

Working Paper
The Determinants of Mortgage Denial Using Public Data

We analyze over 30 million home purchase mortgage applications from 2018-2024 using publicly available Home Mortgage Disclosure Act (HMDA) data to study the determinants of mortgage denial. We establish three primary findings. First, credit access is highly sensitive to monetary policy; the 2022-2023 tightening drove aggregate denial rates from 12.2% to 15.7% via the debt-to-income (DTI) channel. Second, we identify a critical nonlinearity in underwriting: While the 43% qualified mortgage (QM) threshold---below which lenders receive legal safe harbor from ability-to-repay claims---is ...
Working Papers , Paper 2026-007

Working Paper
Does Banking Consolidation Harm Households?

No, in the mortgage market. Using confidential micro-level data combining mortgage contracts with credit and repayment records for 44 million loans spanning 5,000 bank mergers over nearly three decades, we find no changes to mortgage rates, approval rates, or delinquency rates. Local mortgage markets remain remarkably competitive despite consolidation, averaging over 100 active lenders in each county every post-merger quarter. Our findings reveal significant merger selection motives: large acquiring banks target community banks with relationship-intensive, portfolio-lending business models, ...
Finance and Economics Discussion Series , Paper 2026-027

Discussion Paper
Consumer Credit Demand, Supply, and Unmet Need during the Pandemic

It is common during recessions to observe significant slowdowns in credit flows to consumers. It is more difficult to establish how much of these declines are the consequence of a decrease in credit demand versus a tightening in supply. In this post, we draw on survey data to examine how consumer credit demand and supply have changed since the start of the COVID-19 pandemic. The evidence reveals a clear initial decline and recent rebound in consumer credit demand. We also observe a modest but persistent tightening in credit supply during the pandemic, especially for credit cards. Mortgage ...
Liberty Street Economics , Paper 20210520

Working Paper
First-Time Homebuyers: Toward a New Measure

Existing data sources show divergent estimates of the number of homes purchased by first-time homebuyers as a share of all home purchases. In this paper, we use a new data set to construct a time series of the share of first-time homebuyers. This series, based on the Federal Reserve Bank of New York Equifax Consumer Credit Panel (CCP), shows a significant decline in this share, particularly for young households, which is consistent with the decline in homeownership in this age cohort since the early 2000s.
Working Papers , Paper 17-36

Working Paper
Government Litigation Risk and the Decline in Low-Income Mortgage Lending

We study the effect of Department of Justice lawsuits in the 2010s against large lenders for alleged fraud in the Federal Housing Administration (FHA) mortgage insurance program. The suits led to more than $5 billion in settlements and caused targeted banks and their peers to precipitously exit the FHA market. Difference-in-differences and triple differences tests exploiting geographic variation in exposure to exiting banks show a 20 percent reduction in FHA lending in heavily exposed areas. This reduction was not associated with improved underwriting standards or lower default rates. Large ...
FRB Atlanta Working Paper , Paper 2024-6

Working Paper
Basic Facts on the Coverage of the Paycheck Protection Program

This paper applies loan-level information from Paycheck Protection Program loans to analyze the coverage of this extraordinary lending program. We show that loans went to a large share of small businesses across most industries in the US, especially to industries that were most negatively impacted by COVID-19 stay-at-home orders. We geocode the loans and then identify that 2021 loans were more concentrated in low- and moderate-income communities, along with census tracts where minority residents are a majority of the population. The growth of nonemployer loans and fintech lending in the ...
Working Papers , Paper 23-24

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