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Forgive me not? Racial and institutional disparities in the Paycheck Protection Program loan forgiveness

Author

Listed:
  • Vladimir Kotomin

    (Illinois State University)

  • Wyatt Frere

    (FDIC)

  • Ruby Morr

    (Illinois State University)

Abstract

Existing research establishes that minority borrowers, particularly Black small business owners, faced significant challenges in accessing funds from the Paycheck Protection Program (PPP), especially in its early stages. We find that institutional and racial disparities persist during the PPP loan forgiveness stage. Controlling for various loan- and borrower-level characteristics, we demonstrate that relationship lenders—community banks, credit unions, and farm credit institutions—are associated with higher rates of PPP loan forgiveness. In contrast, automated lenders—fintechs and fintech banks—exhibit the lowest forgiveness rates. Black borrowers experience the poorest outcomes, except for loans issued by non-depository fintech and lenders categorized as “other,” where they outperform White borrowers. Loan forgiveness rates improve, and racial disparities diminish, with increased lender concentration in specific economic sectors. Thus, specialized relationship lenders may have the highest odds of achieving the best and most equitable lending outcomes.

Suggested Citation

  • Vladimir Kotomin & Wyatt Frere & Ruby Morr, 2025. "Forgive me not? Racial and institutional disparities in the Paycheck Protection Program loan forgiveness," Small Business Economics, Springer, vol. 64(3), pages 1433-1461, March.
    • Handle: RePEc:kap:sbusec:v:64:y:2025:i:3:d:10.1007_s11187-024-00952-w
    DOI: 10.1007/s11187-024-00952-w
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    1. Aaronson, Daniel & Faber, Jacob & Hartley, Daniel & Mazumder, Bhashkar & Sharkey, Patrick, 2021. "The long-run effects of the 1930s HOLC “redlining” maps on place-based measures of economic opportunity and socioeconomic success," Regional Science and Urban Economics, Elsevier, vol. 86(C).
    2. Berger, Allen N. & Black, Lamont K., 2011. "Bank size, lending technologies, and small business finance," Journal of Banking & Finance, Elsevier, vol. 35(3), pages 724-735, March.
    3. Cole, Rebel A. & Goldberg, Lawrence G. & White, Lawrence J., 2004. "Cookie Cutter vs. Character: The Micro Structure of Small Business Lending by Large and Small Banks," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 39(2), pages 227-251, June.
    4. 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.
    5. Granja, João & Makridis, Christos & Yannelis, Constantine & Zwick, Eric, 2022. "Did the paycheck protection program hit the target?," Journal of Financial Economics, Elsevier, vol. 145(3), pages 725-761.
    6. Aaron J. Staples & Thomas P. Krumel, 2023. "The Paycheck Protection Program and small business performance: Evidence from craft breweries," Small Business Economics, Springer, vol. 61(3), pages 931-956, October.
    7. Kristian S. Blickle & Cecilia Parlatore & Anthony Saunders, 2021. "Specialization in Banking," Staff Reports 967, Federal Reserve Bank of New York.
    8. Alberto Abadie & Susan Athey & Guido W Imbens & Jeffrey M Wooldridge, 2023. "When Should You Adjust Standard Errors for Clustering?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 138(1), pages 1-35.
    9. Jagtiani, Julapa & Lemieux, Catharine, 2018. "Do fintech lenders penetrate areas that are underserved by traditional banks?," Journal of Economics and Business, Elsevier, vol. 100(C), pages 43-54.
    10. Buchak, Greg & Matvos, Gregor & Piskorski, Tomasz & Seru, Amit, 2018. "Fintech, regulatory arbitrage, and the rise of shadow banks," Journal of Financial Economics, Elsevier, vol. 130(3), pages 453-483.
    11. Beggs, William & Harvison, Thuong, 2023. "Fraud and abuse in the paycheck protection program? Evidence from investment advisory firms," Journal of Banking & Finance, Elsevier, vol. 147(C).
    12. Sabrina T. Howell & Theresa Kuchler & David Snitkof & Johannes Stroebel & Jun Wong, 2024. "Lender Automation and Racial Disparities in Credit Access," Journal of Finance, American Finance Association, vol. 79(2), pages 1457-1512, April.
    13. Stephen L. Ross & John Yinger, 2002. "The Color of Credit: Mortgage Discrimination, Research Methodology, and Fair-Lending Enforcement," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262182289, December.
    14. David Ely & Kenneth Robinson, 2009. "Credit Unions and Small Business Lending," Journal of Financial Services Research, Springer;Western Finance Association, vol. 35(1), pages 53-80, February.
    15. Paravisini, Daniel & Rappoport, Veronica & Schnabl, Philipp, 2023. "Specialization in bank lending: evidence from exporting firms," LSE Research Online Documents on Economics 119458, London School of Economics and Political Science, LSE Library.
    16. 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.
    17. 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.
    18. Tobias Berg & Valentin Burg & Ana Gombović & Manju Puri, 2020. "On the Rise of FinTechs: Credit Scoring Using Digital Footprints," The Review of Financial Studies, Society for Financial Studies, vol. 33(7), pages 2845-2897.
    19. 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.
    20. Allen N. Berger & Gregory F. Udell, 2002. "Small Business Credit Availability and Relationship Lending: The Importance of Bank Organisational Structure," Economic Journal, Royal Economic Society, vol. 112(477), pages 32-53, February.
    21. 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).
    22. Cole, Rebel A., 1998. "The importance of relationships to the availability of credit," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 959-977, August.
    23. Julapa Jagtiani & Catharine Lemieux, 2016. "Small Business Lending After the Financial Crisis: A New Competitive Landscape for Community Banks," Economic Perspectives, Federal Reserve Bank of Chicago, issue 3.
    24. Robert Fairlie & Frank M. Fossen, 2022. "Did the Paycheck Protection Program and Economic Injury Disaster Loan Program get disbursed to minority communities in the early stages of COVID-19?," Small Business Economics, Springer, vol. 58(2), pages 829-842, February.
    25. Timothy Bates & Alicia Robb, 2013. "Greater Access to Capital Is Needed to Unleash the Local Economic Development Potential of Minority-Owned Businesses," Economic Development Quarterly, , vol. 27(3), pages 250-259, August.
    26. Cavalluzzo, Ken S & Cavalluzzo, Linda C, 1998. "Market Structure and Discrimination: The Case of Small Businesses," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 30(4), pages 771-792, November.
    27. T. William Lester & Matthew D. Wilson, 2023. "The Racial and Spatial Impacts of the Paycheck Protection Program," Economic Development Quarterly, , vol. 37(3), pages 243-258, August.
    28. Mark Schweitzer & Angela Guo, 2024. "Basic facts on the coverage of the paycheck protection program," Business Economics, Palgrave Macmillan;National Association for Business Economics, vol. 59(1), pages 10-30, January.
    29. Giri, Anil K. & Subedi, Dipak & Mishra, Ashok K. & Peterson, E. Wesley F. & Baral, Rudra & Regmi, Hari P., 2023. "(Un)Forgiven Paycheck Protection Program (PPP) Loans to the Farm Sector," Choices: The Magazine of Food, Farm, and Resource Issues, Agricultural and Applied Economics Association, vol. 38(2), pages 1-7.
    30. Sergey Chernenko & David S. Scharfstein, 2022. "Racial Disparities in the Paycheck Protection Program," NBER Working Papers 29748, National Bureau of Economic Research, Inc.
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    More about this item

    Keywords

    Automated lending; Entrepreneurship; Lender specialization; Paycheck Protection Program; PPP loan forgiveness; Racial disparities in lending; Relationship lending; Small-business lending;
    All these keywords.

    JEL classification:

    • G20 - Financial Economics - - Financial Institutions and Services - - - General
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

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