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Racial disparities in the Paycheck Protection Program

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  • Chernenko, Sergey
  • Scharfstein, David

Abstract

Consistent with contemporaneous research, we document that minority-owned firms were more likely than observationally similar white-owned firms to receive PPP loans from nonbank lenders than from banks. However, we show that this substitution to nonbanks was only partial, resulting in significantly lower PPP take-up by minority-owned firms, particularly Black-owned ones. Location and firm characteristics explain about two-thirds of the 25 percentage point disparity in PPP take-up by Black-owned firms. While there was greater substitution to nonbanks in more racially biased locations, overall take-up was still lower in those locations. Access to professional help with applications facilitated use of nonbanks and mitigated disparities.

Suggested Citation

  • Chernenko, Sergey & Scharfstein, David, 2024. "Racial disparities in the Paycheck Protection Program," Journal of Financial Economics, Elsevier, vol. 160(C).
  • Handle: RePEc:eee:jfinec:v:160:y:2024:i:c:s0304405x2400134x
    DOI: 10.1016/j.jfineco.2024.103911
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    References listed on IDEAS

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    1. Dylan Glover & Amanda Pallais & William Pariente, 2017. "Discrimination as a Self-Fulfilling Prophecy: Evidence from French Grocery Stores," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(3), pages 1219-1260.
    2. Ken Cavalluzzo & John Wolken, 2005. "Small Business Loan Turndowns, Personal Wealth, and Discrimination," The Journal of Business, University of Chicago Press, vol. 78(6), pages 2153-2178, November.
    3. Peter Ganong & Damon Jones & Pascal J. Noel & Fiona E. Greig & Diana Farrell & Chris Wheat, 2020. "Wealth, Race, and Consumption Smoothing of Typical Income Shocks," NBER Working Papers 27552, National Bureau of Economic Research, Inc.
    4. Blanchard, Lloyd & Zhao, Bo & Yinger, John, 2008. "Do lenders discriminate against minority and woman entrepreneurs?," Journal of Urban Economics, Elsevier, vol. 63(2), pages 467-497, March.
    5. Manasa Gopal & Philipp Schnabl, 2022. "The Rise of Finance Companies and FinTech Lenders in Small Business Lending," The Review of Financial Studies, Society for Financial Studies, vol. 35(11), pages 4859-4901.
    6. Robert Fairlie & Alicia Robb & David T. Robinson, 2022. "Black and White: Access to Capital Among Minority-Owned Start-ups," Management Science, INFORMS, vol. 68(4), pages 2377-2400, April.
    7. David G. Blanchflower & Phillip B. Levine & David J. Zimmerman, 2003. "Discrimination in the Small-Business Credit Market," The Review of Economics and Statistics, MIT Press, vol. 85(4), pages 930-943, November.
    8. Autor, David & Cho, David & Crane, Leland D. & Goldar, Mita & Lutz, Byron & Montes, Joshua & Peterman, William B. & Ratner, David & Villar, Daniel & Yildirmaz, Ahu, 2022. "An evaluation of the Paycheck Protection Program using administrative payroll microdata," Journal of Public Economics, Elsevier, vol. 211(C).
    9. Erel, Isil & Liebersohn, Jack, 2022. "Can FinTech reduce disparities in access to finance? Evidence from the Paycheck Protection Program," Journal of Financial Economics, Elsevier, vol. 146(1), pages 90-118.
    10. Li, Lei & Strahan, Philip E., 2021. "Who Supplies PPP Loans (and Does It Matter)? Banks, Relationships, and the COVID Crisis," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 56(7), pages 2411-2438, November.
    11. John M. Griffin & Samuel Kruger & Prateek Mahajan, 2023. "Did FinTech Lenders Facilitate PPP Fraud?," Journal of Finance, American Finance Association, vol. 78(3), pages 1777-1827, June.
    12. Manasa Gopal, 2021. "How Collateral Affects Small Business Lending: The Role of Lender Specialization," Working Papers 21-22, Center for Economic Studies, U.S. Census Bureau.
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    Cited by:

    1. William M. Doerner & Scott Susin, 2024. "Underappraisal Disparities and Time Adjustments to Comparable Sales Prices in Mortgage Appraisals," FHFA Staff Working Papers 24-07, Federal Housing Finance Agency.

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