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The relationship between bank size and the propensity to lend to small firms: New empirical evidence from a large sample

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  • Mkhaiber, Achraf
  • Werner, Richard A.

Abstract

Small and medium-sized enterprises, in aggregate, are the biggest employer in most countries, accounting for about two thirds of all employment in the UK, and an even greater proportion in Germany and Japan. Small firms are largely dependent on bank credit for external funding. This paper examines the question whether there is a significant relationship between bank size and customer size and whether bigger or smaller banks are more likely to be helpful to small and very small businesses in terms of providing loans. Using data on over 14,000 active and inactive U.S. banks of all sizes, from 1994 to 2013, utilising over 178,000 observations, we conduct hitherto the largest empirical examination of this question, applying a new and superior methodology that resolves prior controversies. The results are robust and indicate an inverse relationship between bank size and the propensity of banks to lend to small businesses. We thus contribute towards settling a long-standing debate about the influence of bank size on bank finance for small firms. Policy implications are discussed, such as the importance of a diverse and decentralised banking sector that includes a large number of small banks, such as exists in the US (but not in the UK), in order to help overcome growth constraints on small and micro businesses.

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  • Mkhaiber, Achraf & Werner, Richard A., 2021. "The relationship between bank size and the propensity to lend to small firms: New empirical evidence from a large sample," Journal of International Money and Finance, Elsevier, vol. 110(C).
  • Handle: RePEc:eee:jimfin:v:110:y:2021:i:c:s0261560620302370
    DOI: 10.1016/j.jimonfin.2020.102281
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    1. Hasan, Iftekhar & Jackowicz, Krzysztof & Kowalewski, Oskar & Kozłowski, Łukasz, 2017. "Do local banking market structures matter for SME financing and performance? New evidence from an emerging economy," Journal of Banking & Finance, Elsevier, vol. 79(C), pages 142-158.
    2. Pissarides, Francesca, 1999. "Is lack of funds the main obstacle to growth? ebrd's experience with small- and medium-sized businesses in central and eastern europe," Journal of Business Venturing, Elsevier, vol. 14(5-6), pages 519-539.
    3. de la Torre, Augusto & Martínez Pería, María Soledad & Schmukler, Sergio L., 2010. "Bank involvement with SMEs: Beyond relationship lending," Journal of Banking & Finance, Elsevier, vol. 34(9), pages 2280-2293, September.
    4. Werner, Richard A., 2012. "Towards a new research programme on ‘banking and the economy’ — Implications of the Quantity Theory of Credit for the prevention and resolution of banking and debt crises," International Review of Financial Analysis, Elsevier, vol. 25(C), pages 1-17.
    5. Jalal Akhavein & W. Scott Frame & Lawrence J. White, 2005. "The Diffusion of Financial Innovations: An Examination of the Adoption of Small Business Credit Scoring by Large Banking Organizations," The Journal of Business, University of Chicago Press, vol. 78(2), pages 577-596, March.
    6. Pietro Alessandrini & Andrea F. Presbitero & Alberto Zazzaro, 2010. "Bank size or distance: what hampers innovation adoption by SMEs?," Journal of Economic Geography, Oxford University Press, vol. 10(6), pages 845-881, November.
    7. Peek, Joe & Rosengren, Eric S., 1998. "Bank consolidation and small business lending: It's not just bank size that matters," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 799-819, August.
    8. James McNulty & Marina Murdock & Nivine Richie, 2013. "Are commercial bank lending propensities useful in understanding small firm finance?," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 37(4), pages 511-527, October.
    9. Akhigbe, Aigbe & McNulty, James E., 2003. "The profit efficiency of small US commercial banks," Journal of Banking & Finance, Elsevier, vol. 27(2), pages 307-325, February.
    10. 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.
    11. Berger, Allen N. & Udell, Gregory F., 2006. "A more complete conceptual framework for SME finance," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2945-2966, November.
    12. Allen N. Berger & Gregory F. Udell, 2002. "Small Business Credit Availability and Relationship Lending: The Importance of Bank Organisational Structure," Economic Journal, Royal Economic Society, vol. 112(477), pages 32-53, February.
    13. Uchida, Hirofumi & Udell, Gregory F. & Watanabe, Wako, 2008. "Bank size and lending relationships in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 22(2), pages 242-267, June.
    14. Berger, Allen N. & Goulding, William & Rice, Tara, 2014. "Do small businesses still prefer community banks?," Journal of Banking & Finance, Elsevier, vol. 44(C), pages 264-278.
    15. Hirofumi Uchida, 2011. "What Do Banks Evaluate When They Screen Borrowers? Soft Information, Hard Information and Collateral," Journal of Financial Services Research, Springer;Western Finance Association, vol. 40(1), pages 29-48, October.
    16. 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.
    17. Berger, Allen N. & Saunders, Anthony & Scalise, Joseph M. & Udell, Gregory F., 1998. "The effects of bank mergers and acquisitions on small business lending," Journal of Financial Economics, Elsevier, vol. 50(2), pages 187-229, November.
    18. Bertay, Ata Can & Demirgüç-Kunt, Asli & Huizinga, Harry, 2013. "Do we need big banks? Evidence on performance, strategy and market discipline," Journal of Financial Intermediation, Elsevier, vol. 22(4), pages 532-558.
    19. DeYoung, Robert & Goldberg, Lawrence G. & White, Lawrence J., 1999. "Youth, adolescence, and maturity of banks: Credit availability to small business in an era of banking consolidation," Journal of Banking & Finance, Elsevier, vol. 23(2-4), pages 463-492, February.
    20. 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.
    21. Jason Karceski & Steven Ongena & David C. Smith, 2005. "The Impact of Bank Consolidation on Commercial Borrower Welfare," Journal of Finance, American Finance Association, vol. 60(4), pages 2043-2082, August.
    22. Allen N. Berger & Gregory F. Udell, 1995. "Universal Banking and the Future of Small Business Lending," Center for Financial Institutions Working Papers 95-17, Wharton School Center for Financial Institutions, University of Pennsylvania.
    23. Shen, Yan & Shen, Minggao & Xu, Zhong & Bai, Ying, 2009. "Bank Size and Small- and Medium-sized Enterprise (SME) Lending: Evidence from China," World Development, Elsevier, vol. 37(4), pages 800-811, April.
    24. Ongena, Steven & Şendeniz-Yüncü, İlkay, 2011. "Which firms engage small, foreign, or state banks? And who goes Islamic? Evidence from Turkey," Journal of Banking & Finance, Elsevier, vol. 35(12), pages 3213-3224.
    25. Philip E. Strahan & James Weston, 1996. "Small business lending and bank consolidation: is there cause for concern?," Current Issues in Economics and Finance, Federal Reserve Bank of New York, vol. 2(Mar).
    26. Paola Sapienza, 2002. "The Effects of Banking Mergers on Loan Contracts," Journal of Finance, American Finance Association, vol. 57(1), pages 329-367, February.
    27. Berger, Allen N. & Black, Lamont K., 2011. "Bank size, lending technologies, and small business finance," Journal of Banking & Finance, Elsevier, vol. 35(3), pages 724-735, March.
    28. Cole, Rebel A. & Goldberg, Lawrence G. & White, Lawrence J., 2004. "Cookie Cutter vs. Character: The Micro Structure of Small Business Lending by Large and Small Banks," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 39(2), pages 227-251, June.
    29. Shimizu, Katsutoshi, 2012. "Bankruptcies of small firms and lending relationship," Journal of Banking & Finance, Elsevier, vol. 36(3), pages 857-870.
    30. Joaquim J.S. Ramalho & Jacinto Vidigal da Silva, 2009. "A two-part fractional regression model for the financial leverage decisions of micro, small, medium and large firms," Quantitative Finance, Taylor & Francis Journals, vol. 9(5), pages 621-636.
    31. Uchida, Hirofumi & Udell, Gregory F. & Yamori, Nobuyoshi, 2012. "Loan officers and relationship lending to SMEs," Journal of Financial Intermediation, Elsevier, vol. 21(1), pages 97-122.
    32. Mitchell A. Petersen & Raghuram G. Rajan, 1995. "The Effect of Credit Market Competition on Lending Relationships," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(2), pages 407-443.
    33. Werner, Richard A., 2014. "Can banks individually create money out of nothing? — The theories and the empirical evidence," International Review of Financial Analysis, Elsevier, vol. 36(C), pages 1-19.
    34. David Carter & James McNulty & James Verbrugge, 2004. "Do Small Banks have an Advantage in Lending? An Examination of Risk-Adjusted Yields on Business Loans at Large and Small Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 25(2), pages 233-252, April.
    35. Jeremy C. Stein, 2002. "Information Production and Capital Allocation: Decentralized versus Hierarchical Firms," Journal of Finance, American Finance Association, vol. 57(5), pages 1891-1921, October.
    36. Hans Degryse & Nancy Masschelein & Janet Mitchell, 2011. "Staying, Dropping, or Switching: The Impacts of Bank Mergers on Small Firms," The Review of Financial Studies, Society for Financial Studies, vol. 24(4), pages 1102-1140.
    37. Richard A. Werner, 2005. "New Paradigm in Macroeconomics," Palgrave Macmillan Books, Palgrave Macmillan, number 978-0-230-50607-7, March.
    38. Vlado Kysucky & Lars Norden, 2016. "The Benefits of Relationship Lending in a Cross-Country Context: A Meta-Analysis," Management Science, INFORMS, vol. 62(1), pages 90-110, January.
    39. Berger, Allen N. & Rosen, Richard J. & Udell, Gregory F., 2007. "Does market size structure affect competition? The case of small business lending," Journal of Banking & Finance, Elsevier, vol. 31(1), pages 11-33, January.
    40. Cook, Lisa D., 1999. "Trade credit and bank finance: Financing small firms in russia," Journal of Business Venturing, Elsevier, vol. 14(5-6), pages 493-518.
    41. Scott, Jonathan A & Dunkelberg, William C, 2003. "Bank Mergers and Small Firm Financing," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 35(6), pages 999-1017, December.
    42. Werner, Richard A., 2016. "A lost century in economics: Three theories of banking and the conclusive evidence," International Review of Financial Analysis, Elsevier, vol. 46(C), pages 361-379.
    43. Mariassunta Giannetti & Yishay Yafeh, 2012. "Do Cultural Differences Between Contracting Parties Matter? Evidence from Syndicated Bank Loans," Management Science, INFORMS, vol. 58(2), pages 365-383, February.
    44. William R. Keeton, 1995. "Multi-office bank lending to small businesses: some new evidence," Economic Review, Federal Reserve Bank of Kansas City, vol. 80(Q II), pages 45-57.
    45. Tara Rice & Philip E. Strahan, 2010. "Does Credit Competition Affect Small‐Firm Finance?," Journal of Finance, American Finance Association, vol. 65(3), pages 861-889, June.
    46. Riding, Allan L. & HainesJR., George, 2001. "Loan guarantees: Costs of default and benefits to small firms," Journal of Business Venturing, Elsevier, vol. 16(6), pages 595-612, November.
    47. Elizabeth Laderman, 2008. "The quantity and character of out-of-market small business lending," Economic Review, Federal Reserve Bank of San Francisco, pages 31-39.
    48. Strahan, Philip E. & Weston, James P., 1998. "Small business lending and the changing structure of the banking industry1," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 821-845, August.
    49. W. Scott Frame & Lynn Woosley, 2004. "Credit Scoring and the Availability of Small Business Credit in Low‐ and Moderate‐Income Areas," The Financial Review, Eastern Finance Association, vol. 39(1), pages 35-54, February.
    50. Mitchell A. Petersen, 2009. "Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches," The Review of Financial Studies, Society for Financial Studies, vol. 22(1), pages 435-480, January.
    51. Jayaratne, Jith & Wolken, John, 1999. "How important are small banks to small business lending?: New evidence from a survey of small firms," Journal of Banking & Finance, Elsevier, vol. 23(2-4), pages 427-458, February.
    52. Alejandro Drexler & Antoinette Schoar, 2014. "Do Relationships Matter? Evidence from Loan Officer Turnover," Management Science, INFORMS, vol. 60(11), pages 2722-2736, November.
    53. Jean-Etienne de Bettignies & Anne Duchêne, 2015. "Product Market Competition and the Financing of New Ventures," Management Science, INFORMS, vol. 61(8), pages 1849-1867, August.
    54. Francis, Bill & Hasan, Iftekhar & Wang, Haizhi, 2008. "Bank consolidation and new business formation," Journal of Banking & Finance, Elsevier, vol. 32(8), pages 1598-1612, August.
    55. Cotugno, Matteo & Monferrà, Stefano & Sampagnaro, Gabriele, 2013. "Relationship lending, hierarchical distance and credit tightening: Evidence from the financial crisis," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1372-1385.
    56. Erik P. Gilje, 2019. "Does Local Access to Finance Matter? Evidence from U.S. Oil and Natural Gas Shale Booms," Management Science, INFORMS, vol. 65(1), pages 1-18, January.
    57. Carter, David A. & McNulty, James E., 2005. "Deregulation, technological change, and the business-lending performance of large and small banks," Journal of Banking & Finance, Elsevier, vol. 29(5), pages 1113-1130, May.
    58. Brickley, James A. & Linck, James S. & Smith, Clifford Jr., 2003. "Boundaries of the firm: evidence from the banking industry," Journal of Financial Economics, Elsevier, vol. 70(3), pages 351-383, December.
    59. Keeton, William R., 1995. "Multi-Office Bank Lending To Small Businesses: Some New Evidence," 1995 Regional Committee NC-207, October 16-17, 1995, Kansas City, Missouri 131493, Regional Research Committee NC-1014: Agricultural and Rural Finance Markets in Transition.
    60. Beck, Thorsten & Demirguc-Kunt, Asli, 2006. "Small and medium-size enterprises: Access to finance as a growth constraint," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2931-2943, November.
    61. Christoph Siebenbrunner & Michael Sigmund & Stefan Kerbl, 2017. "Can bank-specific variables predict contagion effects?," Quantitative Finance, Taylor & Francis Journals, vol. 17(12), pages 1805-1832, December.
    62. Hessels, Jolanda & Parker, Simon C., 2013. "Constraints, internationalization and growth: A cross-country analysis of European SMEs," Journal of World Business, Elsevier, vol. 48(1), pages 137-148.
    63. Jagtiani, Julapa & Kotliar, Ian & Maingi, Raman Quinn, 2016. "Community bank mergers and their impact on small business lending," Journal of Financial Stability, Elsevier, vol. 27(C), pages 106-121.
    64. Cole, Rebel A., 1998. "The importance of relationships to the availability of credit," Journal of Banking & Finance, Elsevier, vol. 22(6-8), pages 959-977, August.
    65. Craig, Steven G. & Hardee, Pauline, 2007. "The impact of bank consolidation on small business credit availability," Journal of Banking & Finance, Elsevier, vol. 31(4), pages 1237-1263, April.
    66. Emilia Bonaccorsi Di Patti & Giorgio Gobbi, 2007. "Winners or Losers? The Effects of Banking Consolidation on Corporate Borrowers," Journal of Finance, American Finance Association, vol. 62(2), pages 669-695, April.
    67. Robert Berney & George W. Haynes & Charles Ou, 1999. "Small business borrowing from large and small banks," Proceedings 776, Federal Reserve Bank of Chicago.
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