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Industry Specialization and Small Business Lending

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  • Di, Wenhua
  • Pattison, Nathaniel

Abstract

This paper examines the rise and competitive impact of industry-specialized small business lenders. Using loan-level data with detailed industry codes from the Small Business Administration (SBA), we document a recent increase in lenders that originate loans nationally but to a limited number of industries. We then examine the impact of these industry-specialized lenders on credit availability and banking competition. Exploiting the staggered entry of a large, specialized lender, we find significant increases in total SBA-backed lending with no evidence of substitution from other lenders. We then explore potential mechanisms behind the increase in lending.

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  • Di, Wenhua & Pattison, Nathaniel, 2023. "Industry Specialization and Small Business Lending," Journal of Banking & Finance, Elsevier, vol. 149(C).
    • Handle: RePEc:eee:jbfina:v:149:y:2023:i:c:s0378426623000249
    DOI: 10.1016/j.jbankfin.2023.106797
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    as
    1. Simon Freyaldenhoven & Christian Hansen & Jorge Perez Perez & Jesse Shapiro, 2021. "Visualization, Identification, and stimation in the Linear Panel Event-Study Design," Working Papers 21-44, Federal Reserve Bank of Philadelphia.
    2. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    3. Evelyn Hayden & Daniel Porath & Natalja Westernhagen, 2007. "Does Diversification Improve the Performance of German Banks? Evidence from Individual Bank Loan Portfolios," Journal of Financial Services Research, Springer;Western Finance Association, vol. 32(3), pages 123-140, December.
    4. Dmitry Arkhangelsky & Susan Athey & David A. Hirshberg & Guido W. Imbens & Stefan Wager, 2021. "Synthetic Difference-in-Differences," American Economic Review, American Economic Association, vol. 111(12), pages 4088-4118, December.
    5. Fricke, Daniel & Roukny, Tarik, 2020. "Generalists and specialists in the credit market," Journal of Banking & Finance, Elsevier, vol. 112(C).
    6. 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.
    7. Giannetti, Mariassunta & Ongena, Steven, 2012. "“Lending by example”: Direct and indirect effects of foreign banks in emerging markets," Journal of International Economics, Elsevier, vol. 86(1), pages 167-180.
    8. 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.
    9. Nicola Cetorelli & Philip E. Strahan, 2006. "Finance as a Barrier to Entry: Bank Competition and Industry Structure in Local U.S. Markets," Journal of Finance, American Finance Association, vol. 61(1), pages 437-461, February.
    10. Tabak, Benjamin M. & Fazio, Dimas M. & Cajueiro, Daniel O., 2011. "The effects of loan portfolio concentration on Brazilian banks' return and risk," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 3065-3076, November.
    11. 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.
    12. Berger, Allen N & Udell, Gregory F, 1995. "Relationship Lending and Lines of Credit in Small Firm Finance," The Journal of Business, University of Chicago Press, vol. 68(3), pages 351-381, July.
    13. Alberto Abadie & Javier Gardeazabal, 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country," American Economic Review, American Economic Association, vol. 93(1), pages 113-132, March.
    14. Anne Duquerroy & Clément Mazet-Sonilhac & Jean-Stéphane Mésonnier & Daniel Paravisini, 2022. "Bank Local Specialization," Working Papers hal-03812807, HAL.
    15. DeYoung, Robert & Glennon, Dennis & Nigro, Peter, 2008. "Borrower-lender distance, credit scoring, and loan performance: Evidence from informational-opaque small business borrowers," Journal of Financial Intermediation, Elsevier, vol. 17(1), pages 113-143, January.
    16. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    17. Enrica Detragiache & Thierry Tressel & Poonam Gupta, 2008. "Foreign Banks in Poor Countries: Theory and Evidence," Journal of Finance, American Finance Association, vol. 63(5), pages 2123-2160, October.
    18. Beck, Thorsten & Martinez Peria, Maria Soledad, 2010. "Foreign bank participation and outreach: Evidence from Mexico," Journal of Financial Intermediation, Elsevier, vol. 19(1), pages 52-73, January.
    19. João Granja & Gregor Matvos & Amit Seru, 2017. "Selling Failed Banks," Journal of Finance, American Finance Association, vol. 72(4), pages 1723-1784, August.
    20. Sandra E. Black & Philip E. Strahan, 2002. "Entrepreneurship and Bank Credit Availability," Journal of Finance, American Finance Association, vol. 57(6), pages 2807-2833, December.
    21. Viral V. Acharya & Iftekhar Hasan & Anthony Saunders, 2006. "Should Banks Be Diversified? Evidence from Individual Bank Loan Portfolios," The Journal of Business, University of Chicago Press, vol. 79(3), pages 1355-1412, May.
    22. Mitchell A. Petersen & Raghuram G. Rajan, 2002. "Does Distance Still Matter? The Information Revolution in Small Business Lending," Journal of Finance, American Finance Association, vol. 57(6), pages 2533-2570, December.
    23. Kristian S. Blickle & Cecilia Parlatore & Anthony Saunders, 2021. "Specialization in Banking," Staff Reports 967, Federal Reserve Bank of New York.
    24. Stijn Claessens & Neeltje Van Horen, 2014. "Foreign Banks: Trends and Impact," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(s1), pages 295-326, February.
    25. 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.
    26. 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.
    27. Thorsten Beck & Olivier De Jonghe & Klaas Mulier, 2022. "Bank Sectoral Concentration and Risk: Evidence from a Worldwide Sample of Banks," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 54(6), pages 1705-1739, September.
    28. Alex Stomper, 2006. "A Theory of Banks' Industry Expertise, Market Power, and Credit Risk," Management Science, INFORMS, vol. 52(10), pages 1618-1633, October.
    29. Gormley, Todd A., 2010. "The impact of foreign bank entry in emerging markets: Evidence from India," Journal of Financial Intermediation, Elsevier, vol. 19(1), pages 26-51, January.
    30. Ashok Kaul & Stefan Klößner & Gregor Pfeifer & Manuel Schieler, 2022. "Standard Synthetic Control Methods: The Case of Using All Preintervention Outcomes Together With Covariates," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 40(3), pages 1362-1376, June.
    31. Olivier De Jonghe & Hans Dewachter & Klaas Mulier & Steven Ongena & Glenn Schepens, 2020. "Some Borrowers Are More Equal than Others: Bank Funding Shocks and Credit Reallocation [A theory of systemic risk and design of prudential bank regulation]," Review of Finance, European Finance Association, vol. 24(1), pages 1-43.
    32. Jiang, Shuyi & Li, Jay Y., 2022. "He who lends knows," Journal of Banking & Finance, Elsevier, vol. 138(C).
    33. Mariassunta Giannetti & Steven Ongena, 2009. "Financial Integration and Firm Performance: Evidence from Foreign Bank Entry in Emerging Markets," Review of Finance, European Finance Association, vol. 13(2), pages 181-223.
    34. Alberto Abadie, 2021. "Using Synthetic Controls: Feasibility, Data Requirements, and Methodological Aspects," Journal of Economic Literature, American Economic Association, vol. 59(2), pages 391-425, June.
    35. J. David Brown & John S. Earle, 2017. "Finance and Growth at the Firm Level: Evidence from SBA Loans," Journal of Finance, American Finance Association, vol. 72(3), pages 1039-1080, June.
    36. Robert DeYoung & W. Frame & Dennis Glennon & Peter Nigro, 2011. "The Information Revolution and Small Business Lending: The Missing Evidence," Journal of Financial Services Research, Springer;Western Finance Association, vol. 39(1), pages 19-33, April.
    37. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    38. Karakaya, Neslihan & Michalski, Tomasz K. & Örs, Evren, 2022. "Banking integration and growth: Role of banks' previous industry exposure," Journal of Financial Intermediation, Elsevier, vol. 49(C).
    39. 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.
    40. Petro Lisowsky & Michael Minnis & Andrew Sutherland, 2017. "Economic Growth and Financial Statement Verification," Journal of Accounting Research, Wiley Blackwell, vol. 55(4), pages 745-794, September.
    41. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    42. Gormley, Todd A., 2014. "Costly information, entry, and credit access," Journal of Economic Theory, Elsevier, vol. 154(C), pages 633-667.
    43. Hoai-Luu Q. Nguyen, 2019. "Are Credit Markets Still Local? Evidence from Bank Branch Closings," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 1-32, January.
    44. Julapa Jagtiani & Catharine Lemieux, 2017. "Fintech Lending: Financial Inclusion, Risk Pricing, and Alternative Information," Working Papers 17-17, Federal Reserve Bank of Philadelphia.
    45. José Luis Montiel Olea & Mikkel Plagborg‐Møller, 2019. "Simultaneous confidence bands: Theory, implementation, and an application to SVARs," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 34(1), pages 1-17, January.
    46. Bachas, Natalie & Kim, Olivia S. & Yannelis, Constantine, 2021. "Loan guarantees and credit supply," Journal of Financial Economics, Elsevier, vol. 139(3), pages 872-894.
    47. Alberto Abadie & Jérémy L’Hour, 2021. "A Penalized Synthetic Control Estimator for Disaggregated Data," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 116(536), pages 1817-1834, October.
    48. Petersen, Mitchell A & Rajan, Raghuram G, 1994. "The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
    49. Berger, Philip G. & Minnis, Michael & Sutherland, Andrew, 2017. "Commercial lending concentration and bank expertise: Evidence from borrower financial statements," Journal of Accounting and Economics, Elsevier, vol. 64(2), pages 253-277.
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    More about this item

    Keywords

    Small Business Lending; Banking Competition; Specialization; Distance in Lending; Credit Access;
    All these keywords.

    JEL classification:

    • 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
    • L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms

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