IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/27659.html
   My bibliography  Save this paper

Does FinTech Substitute for Banks? Evidence from the Paycheck Protection Program

Author

Listed:
  • Isil Erel
  • Jack Liebersohn

Abstract

New technology promises to expand the supply of financial services to small businesses poorly served by the banking system. Does it succeed? We study the response of FinTech to financial services demand created by the introduction of the Paycheck Protection Program (PPP). We find that FinTech is disproportionately used in ZIP codes with fewer bank branches, lower incomes, and a larger minority share of the population, as well as in industries with little ex ante small-business lending. FinTech’s role in PPP provision is also greater in counties where the economic effects of the COVID-19 pandemic were more severe. We estimate that more PPP provision by traditional banks causes statistically significant but economically small substitution away from FinTechs, implying that FinTech mostly expands the overall supply of financial services, rather than redistributing it.

Suggested Citation

  • 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.
  • Handle: RePEc:nbr:nberwo:27659
    Note: CF
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w27659.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Ľuboš Pástor & M Blair Vorsatz & Jeffrey Pontiff, 0. "Mutual Fund Performance and Flows during the COVID-19 Crisis," The Review of Asset Pricing Studies, Society for Financial Studies, vol. 10(4), pages 791-833.
    2. Michael Halling & Jin Yu & Josef Zechner, 2020. "How Did COVID-19 Affect Firms’ Access to Public Capital Markets?," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 501-533.
    3. Rüdiger Fahlenbrach & Kevin Rageth & René M Stulz, 2021. "How Valuable Is Financial Flexibility when Revenue Stops? Evidence from the COVID-19 Crisis [The risk of being a fallen angel and the corporate dash for cash in the midst of COVID]," The Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5474-5521.
    4. Mitchell Berlin & Gregory P. Nini & Edison Yu, 2017. "Concentration of Control Rights in Leveraged Loan Syndicates," Working Papers 17-22, Federal Reserve Bank of Philadelphia.
    5. Michael Halling & Jin Yu & Josef Zechner, 0. "How Did COVID-19 Affect Firms’ Access to Public Capital Markets?," Review of Corporate Finance Studies, Oxford University Press, vol. 9(3), pages 501-533.
    6. Lei Li & Philip E Strahan & Song Zhang, 0. "Banks as Lenders of First Resort: Evidence from the COVID-19 Crisis," Review of Corporate Finance Studies, Oxford University Press, vol. 9(3), pages 472-500.
    7. Calebe de Roure & Loriana Pelizzon & Anjan Thakor, 2022. "P2P Lenders versus Banks: Cream Skimming or Bottom Fishing? [Loan officer incentives, internal rating models and default rates]," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 11(2), pages 213-262.
    8. Thomas Philippon, 2015. "Has the US Finance Industry Become Less Efficient? On the Theory and Measurement of Financial Intermediation," American Economic Review, American Economic Association, vol. 105(4), pages 1408-1438, April.
    9. John Barrios & Michael Minnis & William Minnis & Joost Sijthoff, 2020. "Assessing the Payroll Protection Program: A Framework and Preliminary Results," Working Papers 2020-63, Becker Friedman Institute for Research In Economics.
    10. Andreas Fuster & Matthew Plosser & Philipp Schnabl & James Vickery, 2019. "The Role of Technology in Mortgage Lending," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1854-1899.
    11. Falato, Antonio & Goldstein, Itay & Hortaçsu, Ali, 2021. "Financial fragility in the COVID-19 crisis: The case of investment funds in corporate bond markets," Journal of Monetary Economics, Elsevier, vol. 123(C), pages 35-52.
    12. Lei Li & Philip E. Strahan & Song Zhang, 2020. "Banks as Lenders of First Resort: Evidence from the COVID-19 Crisis," NBER Working Papers 27256, National Bureau of Economic Research, Inc.
    13. Abhijit V. Banerjee & Esther Duflo, 2014. "Do Firms Want to Borrow More? Testing Credit Constraints Using a Directed Lending Program," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 81(2), pages 572-607.
    14. 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.
    15. Hanson, Samuel G. & Shleifer, Andrei & Stein, Jeremy C. & Vishny, Robert W., 2015. "Banks as patient fixed-income investors," Journal of Financial Economics, Elsevier, vol. 117(3), pages 449-469.
    16. Irani, Rustom & Iyer, Rajkamal & Meisenzahl, Ralf & Peydró, José-Luis, 2021. "The rise of shadow banking: Evidence from capital regulation," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, pages 2181-2235.
    17. Lim, Jongha & Minton, Bernadette A. & Weisbach, Michael S., 2014. "Syndicated loan spreads and the composition of the syndicate," Journal of Financial Economics, Elsevier, vol. 111(1), pages 45-69.
    18. René M. Stulz, 2019. "FinTech, BigTech, and the Future of Banks," Journal of Applied Corporate Finance, Morgan Stanley, vol. 31(4), pages 86-97, December.
    19. Timothy J. Bartik, 1991. "Who Benefits from State and Local Economic Development Policies?," Books from Upjohn Press, W.E. Upjohn Institute for Employment Research, number wbsle, August.
    20. Alexander W. Bartik & Marianne Bertrand & Zoë B. Cullen & Edward L. Glaeser & Michael Luca & Christopher T. Stanton, 2020. "How Are Small Businesses Adjusting to COVID-19? Early Evidence from a Survey," NBER Working Papers 26989, National Bureau of Economic Research, Inc.
    21. Wei Jiang & Kai Li & Pei Shao, 2010. "When Shareholders Are Creditors: Effects of the Simultaneous Holding of Equity and Debt by Non-commercial Banking Institutions," The Review of Financial Studies, Society for Financial Studies, vol. 23(10), pages 3595-3637, October.
    22. Adair Morse, 2015. "Peer-to-Peer Crowdfunding: Information and the Potential for Disruption in Consumer Lending," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 463-482, December.
    23. João Granja & Christian Leuz & Raghuram G. Rajan, 2022. "Going the Extra Mile: Distant Lending and Credit Cycles," Journal of Finance, American Finance Association, vol. 77(2), pages 1259-1324, April.
    24. Irani, Rustom & Iyer, Rajkamal & Meisenzahl, Ralf & Peydró, José-Luis, 2021. "The rise of shadow banking: Evidence from capital regulation," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 34(5), pages 2181-2235.
    25. Claire Lelarge & David Sraer & David Thesmar, 2010. "Entrepreneurship and Credit Constraints: Evidence from a French Loan Guarantee Program," NBER Chapters, in: International Differences in Entrepreneurship, pages 243-273, National Bureau of Economic Research, Inc.
    26. 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.
    27. Nadauld, Taylor D. & Weisbach, Michael S., 2012. "Did securitization affect the cost of corporate debt?," Journal of Financial Economics, Elsevier, vol. 105(2), pages 332-352.
    28. Lei Li & Philip E Strahan & Song Zhang, 2020. "Banks as Lenders of First Resort: Evidence from the COVID-19 Crisis," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 472-500.
    29. Raj Chetty & John N. Friedman & Michael Stepner & The Opportunity Insights Team, 2020. "The Economic Impacts of COVID-19: Evidence from a New Public Database Built Using Private Sector Data," NBER Working Papers 27431, National Bureau of Economic Research, Inc.
    30. Huan Tang, 2019. "Peer-to-Peer Lenders Versus Banks: Substitutes or Complements?," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1900-1938.
    31. Ivashina, Victoria & Sun, Zheng, 2011. "Institutional demand pressure and the cost of corporate loans," Journal of Financial Economics, Elsevier, vol. 99(3), pages 500-522, March.
    32. Boris Vallée & Yao Zeng, 2019. "Marketplace Lending: A New Banking Paradigm?," The Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1939-1982.
    33. Adair Morse, 2015. "Peer-to-Peer Crowdfunding: Information and the Potential for Disruption in Consumer Lending," NBER Working Papers 20899, National Bureau of Economic Research, Inc.
    34. Massoud, Nadia & Nandy, Debarshi & Saunders, Anthony & Song, Keke, 2011. "Do hedge funds trade on private information? Evidence from syndicated lending and short-selling," Journal of Financial Economics, Elsevier, vol. 99(3), pages 477-499, March.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. 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.
    2. Sergey Chernenko & Isil Erel & Robert Prilmeier, 2019. "Why Do Firms Borrow Directly from Nonbanks?," NBER Working Papers 26458, National Bureau of Economic Research, Inc.
    3. Thakor, Anjan V., 2020. "Fintech and banking: What do we know?," Journal of Financial Intermediation, Elsevier, vol. 41(C).
    4. Tobias Berg & Andreas Fuster & Manju Puri, 2022. "FinTech Lending," Annual Review of Financial Economics, Annual Reviews, vol. 14(1), pages 187-207, November.
    5. Boot, Arnoud & Hoffmann, Peter & Laeven, Luc & Ratnovski, Lev, 2021. "Fintech: what’s old, what’s new?," Journal of Financial Stability, Elsevier, vol. 53(C).
    6. Irani, Rustom & Iyer, Rajkamal & Meisenzahl, Ralf & Peydró, José-Luis, 2021. "The rise of shadow banking: Evidence from capital regulation," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 34(5), pages 2181-2235.
    7. Correia, Filipe & Martins, António & Waikel, Anthony, 2022. "Online financing without FinTech: Evidence from online informal loans," Journal of Economics and Business, Elsevier, vol. 121(C).
    8. Ross Levine & Chen Lin & Mingzhu Tai & Wensi Xie, 2021. "How Did Depositors Respond to COVID-19? [A crisis of banks as liquidity providers]," The Review of Financial Studies, Society for Financial Studies, vol. 34(11), pages 5438-5473.
    9. Beck, Thorsten & Keil, Jan, 2022. "Have banks caught corona? Effects of COVID on lending in the U.S," Journal of Corporate Finance, Elsevier, vol. 72(C).
    10. Bollaert, Helen & Lopez-de-Silanes, Florencio & Schwienbacher, Armin, 2021. "Fintech and access to finance," Journal of Corporate Finance, Elsevier, vol. 68(C).
    11. Nicola Branzoli & Ilaria Supino, 2020. "FinTech credit: a critical review of empirical research," Questioni di Economia e Finanza (Occasional Papers) 549, Bank of Italy, Economic Research and International Relations Area.
    12. Gopalakrishnan, Balagopal & Jacob, Joshy & Mohapatra, Sanket, 2021. "Government responses, business continuity, and management sentiment: Impact on debt financing during COVID-19," IIMA Working Papers WP 2021-04-03, Indian Institute of Management Ahmedabad, Research and Publication Department.
    13. Camelia Minoiu & Rebecca Zarutskie & Andrei Zlate, 2021. "Motivating Banks to Lend? Credit Spillover Effects of the Main Street Lending Program," Finance and Economics Discussion Series 2021-078, Board of Governors of the Federal Reserve System (U.S.).
    14. Dulani Jayasuriya Daluwathumullagamage & Alexandra Sims, 2021. "Fantastic Beasts: Blockchain Based Banking," JRFM, MDPI, vol. 14(4), pages 1-43, April.
    15. Karakaplan, Mustafa U., 2021. "This time is really different: The multiplier effect of the Paycheck Protection Program (PPP) on small business bank loans," Journal of Banking & Finance, Elsevier, vol. 133(C).
    16. Rahman, Md Lutfur & Al Mamun, Mohammed Abdullah, 2021. "How resilient are the Asia Pacific financial markets against a global pandemic?," Pacific-Basin Finance Journal, Elsevier, vol. 69(C).
    17. Ali Gungoraydinoglu & Ilke Öztekin & Özde Öztekin, 2021. "The Impact of COVID-19 and Its Policy Responses on Local Economy and Health Conditions," JRFM, MDPI, vol. 14(6), pages 1-27, May.
    18. Kaboski, Joseph & Huneeus, Federico & Larrain, Mauricio & Schmukler, Sergio & Vera, Mario, 2022. "The Distribution of Crisis Credit: Effects on Firm Indebtedness and Aggregate Risk," CEPR Discussion Papers 17061, C.E.P.R. Discussion Papers.
    19. Bo Becker & Efraim Benmelech, 2021. "The Resilience of the U.S. Corporate Bond Market During Financial Crises," NBER Working Papers 28868, National Bureau of Economic Research, Inc.
    20. Di, Wenhua & Pattison, Nathaniel, 2023. "Industry Specialization and Small Business Lending," Journal of Banking & Finance, Elsevier, vol. 149(C).

    More about this item

    JEL classification:

    • G00 - Financial Economics - - General - - - General
    • G01 - Financial Economics - - General - - - Financial Crises
    • G2 - Financial Economics - - Financial Institutions and Services
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G23 - Financial Economics - - Financial Institutions and Services - - - Non-bank Financial Institutions; Financial Instruments; Institutional Investors
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation
    • H12 - Public Economics - - Structure and Scope of Government - - - Crisis Management
    • H2 - Public Economics - - Taxation, Subsidies, and Revenue
    • H3 - Public Economics - - Fiscal Policies and Behavior of Economic Agents

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nbr:nberwo:27659. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.