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Bank Relationships and the Geography of PPP Lending

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Abstract

I study how bank relationships affected the timing and geographic distribution of Paycheck Protection Program (PPP) lending. Half of banks' PPP loans went to borrowers within 2 miles of a branch, mostly driven by relationship lending. Firms near less active lenders shifted to fintechs and other distant lenders, resulting in delays receiving credit but only slightly lower loan volumes. I estimate a structural model to fit the observed relationship between branch distance, bank PPP activity, and origination timing. I find that banks served relationship borrowers 5 to 9 days before other borrowers, an effect in line with reduced-form estimates using a sample of PPP borrowers with previous SBA lending relationships.

Suggested Citation

  • David P. Glancy, 2023. "Bank Relationships and the Geography of PPP Lending," Finance and Economics Discussion Series 2023-014, Board of Governors of the Federal Reserve System (U.S.).
  • Handle: RePEc:fip:fedgfe:2023-14
    DOI: 10.17016/FEDS.2023.014
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    References listed on IDEAS

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    1. Hans Degryse & Steven Ongena, 2005. "Distance, Lending Relationships, and Competition," Journal of Finance, American Finance Association, vol. 60(1), pages 231-266, February.
    2. Erel, Isil & Liebersohn, Jack, 2020. "Does FinTech Substitute for Banks? Evidence from the Paycheck Protection Program," Working Paper Series 2020-16, Ohio State University, Charles A. Dice Center for Research in Financial Economics.
    3. Sumit Agarwal, 2010. "Distance and Private Information in Lending," The Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    4. 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.
    5. Isil Erel & Jack Liebersohn, 2020. "Does FinTech Substitute for Banks? Evidence from the Paycheck Protection Program," NBER Working Papers 27659, National Bureau of Economic Research, Inc.
    6. Alexander W. Bartik & Marianne Bertrand & Feng Lin & Jesse Rothstein & Matthew Unrath, 2020. "Measuring the Labor Market at the Onset of the COVID-19 Crisis," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 51(2 (Summer), pages 239-268;316.
    7. Humphries, John Eric & Neilson, Christopher A. & Ulyssea, Gabriel, 2020. "Information frictions and access to the Paycheck Protection Program," Journal of Public Economics, Elsevier, vol. 190(C).
    8. Wenhua Di & Nathaniel Pattison, 2020. "Distant Lending, Specialization, and Access to Credit," Working Papers 2003, Federal Reserve Bank of Dallas.
    9. Duchin, Ran & Martin, Xiumin & Michaely, Roni & Wang, Hanmeng, 2022. "Concierge treatment from banks: Evidence from the paycheck protection program," Journal of Corporate Finance, Elsevier, vol. 72(C).
    10. Alexander W. Bartik & Zoe B. Cullen & Edward L. Glaeser & Michael Luca & Christopher T. Stanton & Adi Sunderam, 2020. "When Should Public Programs be Privately Administered? Theory and Evidence from the Paycheck Protection Program," NBER Working Papers 27623, National Bureau of Economic Research, Inc.
    11. 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.
    12. 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

    Banks; credit unions; and other financial institutions; COVID-19; Paycheck Protection Program (PPP); Relationship Lending;
    All these keywords.

    JEL classification:

    • G38 - Financial Economics - - Corporate Finance and Governance - - - Government Policy and Regulation
    • 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
    • H25 - Public Economics - - Taxation, Subsidies, and Revenue - - - Business Taxes and Subsidies

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