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Author:Dufresne, Lora 

Working Paper
Persistent Effects of the Paycheck Protection Program and the PPPLF on Small Business Lending

Using bank-level U.S. Call Report data, we examine the longer-term effects of the Paycheck Protection Program (PPP) and the PPP Liquidity Facility on small business (SME) lending. Our sample runs through the end of 2023H1, by which time almost all PPP loans were forgiven or repaid. To identify a causal impact of program participation, we instrument based on historical bank relationships with the Small Business Administration and the Federal Reserve discount window prior to the onset of the pandemic. Elevated bank participation in both programs was positively associated with a substantial ...
Working Paper Series , Paper 2024-26

Journal Article
Is the PPPLF Still Encouraging Small Business Lending?

The Federal Reserve designed its Paycheck Protection Program Liquidity Facility to ease liquidity issues and support small business lending during the pandemic. The liquidity facility allowed banks to pledge Paycheck Protection Program loans as risk-free collateral during the beginning of the COVID-19 pandemic. Analysis shows that, although the program has essentially ended, the positive effects on small business lending have persisted, particularly among small banks with lower liquidity, in keeping with the intent of the program.
FRBSF Economic Letter , Volume 2026 , Issue 04 , Pages 5

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