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Differentiated Use of Small Business Credit Scoring by Relationship Lenders and Transactional Lenders: Evidence from Firm?Bank Matched Data in Japan

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  • Arito Ono
  • Ryo Hasumi
  • Hideaki Hirata

Abstract

This paper examines the ex-post performance of small and medium enterprises (SMEs) that obtained small business credit scoring (SBCS) loans, using a unique Japanese firm?bank matched dataset. The ex-post probability of default after the SBCS loan was provided significantly increased for SMEs that obtained an SBCS loan from a transactional lender. Also, the lending attitude of relationship lenders during the recent global financial crisis was more severe if a firm had received an SBCS loan from a transactional lender. These findings suggest that SBCS loans by transactional lenders are more prone to type II errors and detrimental to relationship lenders? incentive to provide ?liquidity insurance.

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  • Arito Ono & Ryo Hasumi & Hideaki Hirata, "undated". "Differentiated Use of Small Business Credit Scoring by Relationship Lenders and Transactional Lenders: Evidence from Firm?Bank Matched Data in Japan," Working Paper 164441, Harvard University OpenScholar.
    • Handle: RePEc:qsh:wpaper:164441
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    1. 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.
    2. Stefania De Mitri & Giorgio Gobbi & Enrico Sette, 2010. "Relationship lending in a financial turmoil," Temi di discussione (Economic working papers) 772, Bank of Italy, Economic Research and International Relations Area.
    3. Presbitero, Andrea F. & Zazzaro, Alberto, 2011. "Competition and relationship lending: Friends or foes?," Journal of Financial Intermediation, Elsevier, vol. 20(3), pages 387-413, July.
    4. Wenying Jiangli & Haluk Unal & Chiwon Yom, 2008. "Relationship Lending, Accounting Disclosure, and Credit Availability during the Asian Financial Crisis," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 40(1), pages 25-55, February.
    5. Elsas, Ralf & Krahnen, Jan Pieter, 1998. "Is relationship lending special? Evidence from credit-file data in Germany," Journal of Banking & Finance, Elsevier, vol. 22(10-11), pages 1283-1316, October.
    6. Arito Ono & Iichiro Uesugi, 2009. "Role of Collateral and Personal Guarantees in Relationship Lending: Evidence from Japan's SME Loan Market," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 41(5), pages 935-960, August.
    7. Berger, Allen N & Frame, W Scott & Miller, Nathan H, 2005. "Credit Scoring and the Availability, Price, and Risk of Small Business Credit," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(2), pages 191-222, April.
    8. Ono, Arito & Hasumi, Ryo & Hirata, Hideaki, 2014. "Differentiated use of small business credit scoring by relationship lenders and transactional lenders: Evidence from firm–bank matched data in Japan," Journal of Banking & Finance, Elsevier, vol. 42(C), pages 371-380.
    9. Degryse, H.A. & Ioannidou, V. & von Schedvin, E.L., 2011. "On the Non-Exclusivity of Loan Contracts : An Empirical Investigation," Other publications TiSEM 0ac251a7-48f9-4714-92ba-4, Tilburg University, School of Economics and Management.
    10. NEMOTO Tadanobu & OGURA Yoshiaki & WATANABE Wako, 2011. "An Estimation of the Inside Bank Premium," Discussion papers 11067, Research Institute of Economy, Trade and Industry (RIETI).
    11. Shaffer, Sherrill, 1998. "The Winner's Curse in Banking," Journal of Financial Intermediation, Elsevier, vol. 7(4), pages 359-392, October.
    12. Allen N. Berger & W. Scott Frame, 2007. "Small Business Credit Scoring and Credit Availability," Journal of Small Business Management, Taylor & Francis Journals, vol. 45(1), pages 5-22, January.
    13. Kang, Jun-Koo & Shivdasani, Anil, 1995. "Firm performance, corporate governance, and top executive turnover in Japan," Journal of Financial Economics, Elsevier, vol. 38(1), pages 29-58, May.
    14. Degryse, Hans & Ongena, Steven, 2007. "The impact of competition on bank orientation," Journal of Financial Intermediation, Elsevier, vol. 16(3), pages 399-424, July.
    15. Frame, W Scott & Srinivasan, Aruna & Woosley, Lynn, 2001. "The Effect of Credit Scoring on Small-Business Lending," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 33(3), pages 813-825, August.
    16. Bodenhorn, Howard, 2003. "Short-Term Loans and Long-Term Relationships: Relationship Lending in Early America," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 35(4), pages 485-505, August.
    17. 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.
    18. Hirofumi Uchida & Gregory F. Udell & Wako Watanabe, 2008. "Bank Size and Lending Relationships in Japan," NBER Chapters, in: Organizational Innovation and Firm Performance, pages 242-267, National Bureau of Economic Research, Inc.
    19. Gropp, R. & Grundl, C. & Guttler, A., 2012. "Does Discretion in Lending Increase Bank Risk? Borrower Self-Selection and Loan Officer Capture Effects," Discussion Paper 2012-030, Tilburg University, Center for Economic Research.
    20. Kawai, Masahiro & Hashimoto, Juro & Izumida, Shigemi, 1996. "Japanese firms in financial distress and main banks: Analyses of interest-rate premia," Japan and the World Economy, Elsevier, vol. 8(2), pages 175-194, June.
    21. 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.
    22. Hoshi, Takeo & Kashyap, Anil & Scharfstein, David, 1990. "The role of banks in reducing the costs of financial distress in Japan," Journal of Financial Economics, Elsevier, vol. 27(1), pages 67-88, September.
    23. Sumit Agarwal & Robert Hauswald, 2008. "The choice between arm's-length and relationship debt: evidence from e-loans," Working Paper Series WP-08-10, Federal Reserve Bank of Chicago.
    24. Sadahiko Suzuki & Richard W Wright, 1985. "Financial Structure and Bankruptcy Risk in Japanese Companies," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 16(1), pages 97-110, March.
    25. Ryo Hasumi & Hideaki Hirata, "undated". "Small Business Credit Scoring and Its Pitfalls: Evidence from Japan," Working Paper 164471, Harvard University OpenScholar.
    26. Sheard Paul, 1994. "Reciprocal Delegated Monitoring in the Japanese Main Bank System," Journal of the Japanese and International Economies, Elsevier, vol. 8(1), pages 1-21, March.
    27. Elsas, Ralf, 2005. "Empirical determinants of relationship lending," Journal of Financial Intermediation, Elsevier, vol. 14(1), pages 32-57, January.
    28. Allen Berger & Adrian Cowan & W. Frame, 2011. "The Surprising Use of Credit Scoring in Small Business Lending by Community Banks and the Attendant Effects on Credit Availability, Risk, and Profitability," Journal of Financial Services Research, Springer;Western Finance Association, vol. 39(1), pages 1-17, April.
    29. HASUMI Ryo & HIRATA Hideaki, 2010. "Small Business Credit Scoring: Evidence from Japan," Discussion papers 10029, Research Institute of Economy, Trade and Industry (RIETI).
    30. Boot, Arnoud W A & Thakor, Anjan V, 1994. "Moral Hazard and Secured Lending in an Infinitely Repeated Credit Market Game," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 35(4), pages 899-920, November.
    31. Sheard, Paul, 1989. "The main bank system and corporate monitoring and control in Japan," Journal of Economic Behavior & Organization, Elsevier, vol. 11(3), pages 399-422, May.
    32. O. Emre Ergungor & Stephanie Moulton, 2011. "Beyond the transaction: depository institutions and reduced mortgage default for low-income homebuyers," Working Papers (Old Series) 1115, Federal Reserve Bank of Cleveland.
    33. Osano, Hiroshi & Tsutsui, Yoshiro, 1985. "Implicit Contracts in the Japanese Bank Loan Market," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 20(2), pages 211-229, June.
    34. Allen, Linda & DeLong, Gayle & Saunders, Anthony, 2004. "Issues in the credit risk modeling of retail markets," Journal of Banking & Finance, Elsevier, vol. 28(4), pages 727-752, April.
    35. Loretta J. Mester, 1997. "What's the point of credit scoring?," Business Review, Federal Reserve Bank of Philadelphia, issue Sep, pages 3-16.
    36. W. Scott Frame & Michael Padhi & Lynn W. Woosley, 2001. "The effect of credit scoring on small business lending in low- and moderate-income areas," FRB Atlanta Working Paper 2001-6, Federal Reserve Bank of Atlanta.
    37. Boot, Arnoud W. A., 2000. "Relationship Banking: What Do We Know?," Journal of Financial Intermediation, Elsevier, vol. 9(1), pages 7-25, January.
    38. Degryse, Hans & Kim, Moshe & Ongena, Steven, 2009. "Microeconometrics of Banking Methods, Applications, and Results," OUP Catalogue, Oxford University Press, number 9780195340471.
    39. 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.
    40. Rajan, Raghuram G, 1992. "Insiders and Outsiders: The Choice between Informed and Arm's-Length Debt," Journal of Finance, American Finance Association, vol. 47(4), pages 1367-1400, September.
    41. Sascha O. Becker & Andrea Ichino, 2002. "Estimation of average treatment effects based on propensity scores," Stata Journal, StataCorp LP, vol. 2(4), pages 358-377, November.
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    Cited by:

    1. Song Zhang & Liang Han & Konstantinos Kallias & Antonios Kallias, 2021. "The value of in-person banking: evidence from U.S. small businesses," Review of Quantitative Finance and Accounting, Springer, vol. 57(4), pages 1393-1435, November.
    2. Giorgio Albareto & Roberto Felici & Enrico Sette, 2016. "Does credit scoring improve the selection of borrowers and credit quality?," Temi di discussione (Economic working papers) 1090, Bank of Italy, Economic Research and International Relations Area.
    3. Agostino, Mariarosaria & Errico, Lucia & Rondinella, Sandro & Trivieri, Francesco, 2023. "Enduring lending relationships and european firms default," Research in Economics, Elsevier, vol. 77(4), pages 459-477.
    4. Ono, Arito & Hasumi, Ryo & Hirata, Hideaki, 2014. "Differentiated use of small business credit scoring by relationship lenders and transactional lenders: Evidence from firm–bank matched data in Japan," Journal of Banking & Finance, Elsevier, vol. 42(C), pages 371-380.
    5. Francesco Ciampi & Alessandro Giannozzi & Giacomo Marzi & Edward I. Altman, 2021. "Rethinking SME default prediction: a systematic literature review and future perspectives," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(3), pages 2141-2188, March.
    6. Xiaowo Wu & Jiangwei Tu & Boru Liu & Xi Zhou & Yanxiong Wu, 2022. "Credit Risk Evaluation of Forest Farmers under Internet Crowdfunding Mode: The Case of China’s Collective Forest Regions," Sustainability, MDPI, vol. 14(10), pages 1-17, May.
    7. Ono, Arito & Uesugi, Iichiro, 2014. "SME Financing in Japan during the Global Financial Crisis: Evidence from Firm Surveys," HIT-REFINED Working Paper Series 6, Institute of Economic Research, Hitotsubashi University.
    8. Ono, Arito & Saito, Yukiko & Sakai, Koji & Uesugi, Iichiro, 2016. "Does Geographical Proximity Matter in Small Business Lending? Evidence from Changes in Main Bank Relationships," HIT-REFINED Working Paper Series 40, Institute of Economic Research, Hitotsubashi University.
    9. Fricke, Daniel & Roukny, Tarik, 2020. "Generalists and specialists in the credit market," Journal of Banking & Finance, Elsevier, vol. 112(C).
    10. Pankaj C. Patel & Mike G. Tsionas, 2022. "Learning‐by‐lending and learning‐by‐repaying: A two‐sided learning model for defaults on Small Business Administration loans," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(4), pages 906-919, June.
    11. Saiki Tsuchiya & Shinichi Nishioka, 2014. "Estimation of Firms' Default Rates in terms of Intangible Assets," Bank of Japan Working Paper Series 14-E-2, Bank of Japan.
    12. Carmen Gallucci & Rosalia Santullli & Michele Modina & Vincenzo Formisano, 2023. "Financial ratios, corporate governance and bank-firm information: a Bayesian approach to predict SMEs’ default," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 27(3), pages 873-892, September.
    13. Yao-Zhi Xu & Jian-Lin Zhang & Ying Hua & Lin-Yue Wang, 2019. "Dynamic Credit Risk Evaluation Method for E-Commerce Sellers Based on a Hybrid Artificial Intelligence Model," Sustainability, MDPI, vol. 11(19), pages 1-17, October.
    14. Nitani, Miwako & Legendre, Nicolas, 2021. "Cooperative lenders and the performance of small business loans," Journal of Banking & Finance, Elsevier, vol. 128(C).
    15. Song Zhang & Liang Han & Konstantinos Kallias & Antonios Kallias, 2022. "Bank switching of US small businesses: new methods and evidence," Review of Quantitative Finance and Accounting, Springer, vol. 58(4), pages 1573-1616, May.

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    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

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