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Distant Lending, Specialization, and Access to Credit

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  • Wenhua Di
  • Nathaniel Pattison

Abstract

Small business lending has historically been very local, but distances between small businesses and their lenders have steadily increased over the last forty years. This paper investigates a new lending strategy made possible by distant small business lending: industry specialization. Using data on all Small Business Administration 7(a) loans from 2001-2017, we document a substantial increase in remote, specialized small business lenders, i.e., lenders that originate many distant loans and concentrate these loans within a small number of industries. These lenders target low-risk industries and, consistent with expertise, experience better loan performance within these industries. We then examine whether this industry-specialized lending serves as a substitute or complement to traditional, geographically specialized lending. We exploit the staggered entry of a remote, specialized lender to estimate the impact of specialized lending on credit access. Entry significantly increases total lending, with no evidence of substitution away from other lenders. The results indicate that specialized lending can deepen credit markets by providing new loans to low-risk but underfinanced small businesses.

Suggested Citation

  • Wenhua Di & Nathaniel Pattison, 2020. "Distant Lending, Specialization, and Access to Credit," Working Papers 2003, Federal Reserve Bank of Dallas.
  • Handle: RePEc:fip:feddwp:87382
    DOI: 10.24149/wp2003
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    1. 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.
    2. 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.
    3. Berger, Allen N. & Miller, Nathan H. & Petersen, Mitchell A. & Rajan, Raghuram G. & Stein, Jeremy C., 2005. "Does function follow organizational form? Evidence from the lending practices of large and small banks," Journal of Financial Economics, Elsevier, vol. 76(2), pages 237-269, May.
    4. 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.
    5. von Thadden, Ernst-Ludwig, 2004. "Asymmetric information, bank lending and implicit contracts: the winner's curse," Finance Research Letters, Elsevier, vol. 1(1), pages 11-23, March.
    6. 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.
    7. 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.
    8. Nada Wasi & Aaron Flaaen, 2015. "Record linkage using Stata: Preprocessing, linking, and reviewing utilities," Stata Journal, StataCorp LP, vol. 15(3), pages 672-697, September.
    9. 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.
    10. 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.
    11. Acemoglu, Daron & Johnson, Simon & Kermani, Amir & Kwak, James & Mitton, Todd, 2016. "The value of connections in turbulent times: Evidence from the United States," Journal of Financial Economics, Elsevier, vol. 121(2), pages 368-391.
    12. Sharpe, Steven A, 1990. "Asymmetric Information, Bank Lending, and Implicit Contracts: A Stylized Model of Customer Relationships," Journal of Finance, American Finance Association, vol. 45(4), pages 1069-1087, September.
    13. 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.
    14. 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.
    15. 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.
    16. Kaul, Ashok & Klößner, Stefan & Pfeifer, Gregor & Schieler, Manuel, 2015. "Synthetic Control Methods: Never Use All Pre-Intervention Outcomes Together With Covariates," MPRA Paper 83790, University Library of Munich, Germany.
    17. 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.
    18. 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.
    19. Joshua Goodman & Julia Melkers & Amanda Pallais, 2019. "Can Online Delivery Increase Access to Education?," Journal of Labor Economics, University of Chicago Press, vol. 37(1), pages 1-34.
    20. 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.
    21. 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.
    22. 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.
    23. Jun (Qj) Qian & Philip E. Strahan & Zhishu Yang, 2015. "The Impact of Incentives and Communication Costs on Information Production and Use: Evidence from Bank Lending," Journal of Finance, American Finance Association, vol. 70(4), pages 1457-1493, August.
    24. 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.
    25. 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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    3. 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.).

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    More about this item

    Keywords

    Small business lending; Banking competition; Specialization; Distance; Credit access; Technology; Fintech;
    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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