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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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    1. 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.
    2. Fricke, Daniel & Roukny, Tarik, 2020. "Generalists and specialists in the credit market," Journal of Banking & Finance, Elsevier, vol. 112(C).
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. 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.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. Sumit Agarwal, 2010. "Distance and Private Information in Lending," Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    16. 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.
    17. 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.
    18. 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.
    19. 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.
    20. Anne Duquerroy & Clément Mazet-Sonilhac & Jean-Stéphane Mésonnier & Daniel Paravisini, 2022. "Bank Local Specialization," SciencePo Working papers Main hal-03812807, HAL.
    21. 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.
    22. Anne Duquerroy & Clément Mazet-Sonilhac & Jean-Stéphane Mésonnier & Daniel Paravisini, 2022. "Bank Local Specialization," SciencePo Working papers hal-03812807, HAL.
    23. 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.
    24. 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.
    25. Huan Tang, 2019. "Peer-to-Peer Lenders Versus Banks: Substitutes or Complements?," Review of Financial Studies, Society for Financial Studies, vol. 32(5), pages 1900-1938.
    26. 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.
    27. 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.
    28. Gormley, Todd A., 2014. "Costly information, entry, and credit access," Journal of Economic Theory, Elsevier, vol. 154(C), pages 633-667.
    29. 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.
    30. Simon Freyaldenhoven & Christian Hansen & Jorge Pérez Pérez & Jesse M. Shapiro, 2021. "Visualization, Identification, and Estimation in the Linear Panel Event-Study Design," NBER Working Papers 29170, National Bureau of Economic Research, Inc.
    31. 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.
    32. 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.
    33. 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.
    34. Goodman-Bacon, Andrew, 2021. "Difference-in-differences with variation in treatment timing," Journal of Econometrics, Elsevier, vol. 225(2), pages 254-277.
    35. 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.
    36. 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.
    37. João Granja & Gregor Matvos & Amit Seru, 2017. "Selling Failed Banks," Journal of Finance, American Finance Association, vol. 72(4), pages 1723-1784, August.
    38. Kristian S. Blickle & Cecilia Parlatore & Anthony Saunders, 2021. "Specialization in Banking," Staff Reports 967, Federal Reserve Bank of New York.
    39. Alex Stomper, 2006. "A Theory of Banks' Industry Expertise, Market Power, and Credit Risk," Management Science, INFORMS, vol. 52(10), pages 1618-1633, October.
    40. 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.
    41. Jiang, Shuyi & Li, Jay Y., 2022. "He who lends knows," Journal of Banking & Finance, Elsevier, vol. 138(C).
    42. 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.
    43. 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.
    44. 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).
    45. 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.
    46. Julapa Jagtiani & Catharine Lemieux, 2017. "Fintech Lending: Financial Inclusion, Risk Pricing, and Alternative Information," Working Papers 17-17, Federal Reserve Bank of Philadelphia.
    47. 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.
    48. Bachas, Natalie & Kim, Olivia S. & Yannelis, Constantine, 2021. "Loan guarantees and credit supply," Journal of Financial Economics, Elsevier, vol. 139(3), pages 872-894.
    49. 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.
    50. 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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