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Publications
  • 2021
  • Working Paper

Racial Disparities in the Paycheck Protection Program

By: Sergey Chernenko and David S. Scharfstein
  • Format:Print
  • | Language:English
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Abstract

Using a large sample of Florida restaurants, we document significant racial disparities in borrowing through the Paycheck Protection Program (PPP) and investigate the causes of these disparities. Black-owned restaurants are 25% less likely to receive PPP loans. Restaurant location explains 5 percentage points of this differential. Restaurant characteristics explain an additional 10 percentage points of the gap in PPP borrowing. On average, prior borrowing relationships do not explain disparities. The remaining 10% disparity is driven by a 17% disparity in PPP borrowing from banks, which is partially offset by greater borrowing from nonbanks, largely fintechs. Disparities in PPP borrowing cannot be attributed to lower awareness of PPP loans or lower demand for PPP loans by minority-owned restaurants. Black-owned restaurants are significantly less likely to receive bank PPP loans in counties with more racial bias. In these counties, Black-owned restaurants are more likely to substitute to nonbank PPP loans. This substitution, however, is not strong enough to eliminate racial disparities in PPP borrowing. Finally, we show that our findings apply more broadly across industries in a sample of firms that were likely eligible for PPP.

Keywords

Discrimination; Paycheck Protection Program; Economic Injury Disaster Loans; Bank Lending; Nonbank Lending; Banks and Banking; Financing and Loans; Prejudice and Bias; Race

Citation

Chernenko, Sergey, and David S. Scharfstein. "Racial Disparities in the Paycheck Protection Program." SSRN Working Paper Series, August 2021. (NBER Working Paper Series, No. 29748, February 2022.)
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About The Author

David S. Scharfstein

Finance
→More Publications

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More from the Authors
  • Melio: Modernizing Payments for Small Business By: David S. Scharfstein, Dean Xu and Danielle Golan
  • Mutual Funds as Venture Capitalists? Evidence from Unicorns By: Josh Lerner, Sergey Chernenko and Yao Zeng
  • Next Insurance: Considering New Markets By: David S. Scharfstein, Ishita Sen and Dean Xu
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