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Author:Kaplan, Nathan 

Discussion Paper
What Drove Racial Disparities in the Paycheck Protection Program?

Numerous studies of the Paycheck Protection Program (PPP), which provided loans to small businesses during the COVID-19 pandemic, have documented racial disparities in the program. Because publicly available PPP data only include information on approved loans, prior work has largely been unable to assess whether these disparities were driven by borrower application behavior or by lender approval decisions. In this post, which is based on a related Staff Report and NBER working paper, we use the Federal Reserve’s 2020 Small Business Credit Survey to examine PPP application behavior and ...
Liberty Street Economics , Paper 20230601

Discussion Paper
Can Decentralized Finance Provide More Protection for Crypto Investors?

Several centralized crypto entities failed in 2022, resulting in the cascading failure of other crypto firms and raising questions about the protection of crypto investors. While the total amount invested in the crypto sector remains small in the United States, more than 10 percent of all Americans are invested in cryptocurrencies. In this post, we examine whether migrating crypto activities from centralized platforms to decentralized finance (DeFi) protocols might afford investors better protection, especially in the absence of regulatory changes. We argue that while DeFi provides some ...
Liberty Street Economics , Paper 20221221

Report
Applications or Approvals: What Drives Racial Disparities in the Paycheck Protection Program?

We use the 2020 Small Business Credit Survey to study the sources of racial disparities in use of the Paycheck Protection Program (PPP). Black-owned firms are 8.9 percentage points less likely than observably similar white-owned firms to receive PPP loans. About 55 percent of this take-up disparity is attributable to a disparity in application propensity, while the remainder is attributable to a disparity in approval rates. The finding in prior research that Black-owned PPP recipients are less likely than white-owned recipients to borrow from banks and more likely to borrow from fintech ...
Staff Reports , Paper 1060

Report
Investor Attention to Bank Risk During the Spring 2023 Bank Run

We examine how investors’ perception of bank balance sheet risk evolved before and during the March-April 2023 bank run. To do so, we estimate the covariance (“beta”) of bank excess stock returns with returns on factors constructed from long-short portfolios sorted on shares of uninsured deposits and unrealized losses on securities. We find that the market’s perception of bank risk shifted in both the time series and the cross-section. From January 2022 to February 2023, both factor betas were mostly insignificant, but after the bank run started, they became positive and significant ...
Staff Reports , Paper 1095

Discussion Paper
Did Changes to the Paycheck Protection Program Improve Access for Underserved Firms?

Prior research has shown that many small and minority-owned businesses failed to receive Paycheck Protection Program (PPP) loans in 2020. To increase program uptake to underserved firms, several changes were made to the PPP in 2021. Using data from the Federal Reserve Banks’ 2021 Small Business Credit Survey, we argue that these changes were effective in improving program access for nonemployer firms (that is, businesses with no employees other than the owner(s)). The changes may also have encouraged more applications from minority-owned firms, but they do not appear to have reduced ...
Liberty Street Economics , Paper 20220706

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