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Does credit scoring improve the selection of borrowers and credit quality?

Author

Listed:
  • Giorgio Albareto

    (Bank of Italy)

  • Roberto Felici

    (Bank of Italy)

  • Enrico Sette

    (Bank of Italy)

Abstract

This paper studies the effect of credit scoring by banks on bank lending to small businesses by addressing the following questions: does credit scoring increase or decrease the propensity of banks to grant credit? Does it improve the selection of borrowers? Does credit scoring improve or reduce the likelihood that a borrower defaults on its loan? We answer these questions using a unique dataset that collects data from both a targeted survey on credit scoring models and the Central Credit Register. We rely on instrumental variables to control for the potential endogeneity of credit scoring. We find that credit scoring does not change the propensity of banks to grant loans to the generality of borrowers but helps them select borrowers. We also find that credit scoring reduces the likelihood that a borrower defaults, in particular for smaller borrowers and for banks that declare to use credit scoring mainly as a tool to monitor borrowers. These results are homogeneous across bank characteristics such as size, capital, and profitability. Overall our results suggest that credit scoring has a positive effect on the selection of borrowers and on credit performance.

Suggested Citation

  • 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.
    • Handle: RePEc:bdi:wptemi:td_1090_16
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    File URL: http://www.bancaditalia.it/pubblicazioni/temi-discussione/2016/2016-1090/en_tema_1090.pdf
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    References listed on IDEAS

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    1. Pagano, Marco & Jappelli, Tullio, 1993. "Information Sharing in Credit Markets," Journal of Finance, American Finance Association, vol. 48(5), pages 1693-1718, December.
    2. Artashes Karapetyan & Bogdan Stacescu, 2014. "Information Sharing and Information Acquisition in Credit Markets," Review of Finance, European Finance Association, vol. 18(4), pages 1583-1615.
    3. Albareto, Giorgio & Benvenuti, Michele & Mocetti, Sauro & Pagnini, Marcello & Rossi, Paola, 2011. "The Organization of Lending and the Use of Credit Scoring Techniques in Italian Banks," Journal of Financial Transformation, Capco Institute, vol. 32, pages 143-158.
    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. 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.
    6. 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.
    7. Brown, Martin & Degryse, Hans & Höwer, Daniel & Penas, María Fabiana, 2012. "How do banks screen innovative firms? Evidence from start-up panel data," ZEW Discussion Papers 12-032, ZEW - Leibniz Centre for European Economic Research.
    8. Gabriel Jiménez & Steven Ongena & José‐Luis Peydró & Jesús Saurina, 2014. "Hazardous Times for Monetary Policy: What Do Twenty‐Three Million Bank Loans Say About the Effects of Monetary Policy on Credit Risk‐Taking?," Econometrica, Econometric Society, vol. 82(2), pages 463-505, March.
    9. Cerqueiro, Geraldo & Degryse, Hans & Ongena, Steven, 2011. "Rules versus discretion in loan rate setting," Journal of Financial Intermediation, Elsevier, vol. 20(4), pages 503-529, October.
    10. Martin Brown & Matthias Schaller & Simone Westerfeld & Markus Heusler, 2012. "Information or Insurance? On the Role of Loan Officer Discretion in Credit Assessment," Mo.Fi.R. Working Papers 67, Money and Finance Research group (Mo.Fi.R.) - Univ. Politecnica Marche - Dept. Economic and Social Sciences.
    11. 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.
    12. Padilla, A Jorge & Pagano, Marco, 1997. "Endogenous Communication among Lenders and Entrepreneurial Incentives," The Review of Financial Studies, Society for Financial Studies, vol. 10(1), pages 205-236.
    13. 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.
    14. 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.
    15. Ugo Albertazzi & Ginette Eramo & Leonardo Gambacorta & Carmelo Salleo, 2011. "Securitization is not that evil after all," BIS Working Papers 341, Bank for International Settlements.
    16. 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.
    17. Benjamin J. Keys & Tanmoy Mukherjee & Amit Seru & Vikrant Vig, 2010. "Did Securitization Lead to Lax Screening? Evidence from Subprime Loans," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 125(1), pages 307-362.
    18. Marcello Bofondi & Giorgio Gobbi, 2006. "Informational Barriers to Entry into Credit Markets," Review of Finance, European Finance Association, vol. 10(1), pages 39-67.
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    Cited by:

    1. Porzio, Claudio & Sampagnaro, Gabriele & Verdoliva, Vincenzo, 2020. "Lost in Translation: The determinants and the effect of soft information dispersion in bank lending," Global Finance Journal, Elsevier, vol. 43(C).
    2. Amanda Carmignani & Guido de Blasio & Cristina Demma & Alessio D'Ignazio, 2019. "Urban agglomerations and firm access to credit," Temi di discussione (Economic working papers) 1222, Bank of Italy, Economic Research and International Relations Area.
    3. Amanda Carmignani & Guido de Blasio & Cristina Demma & Alessio D'Ignazio, 2021. "Urbanization and firm access to credit," Journal of Regional Science, Wiley Blackwell, vol. 61(3), pages 597-622, June.

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    More about this item

    Keywords

    credit scoring; credit supply; bank risk-taking; loan defaults;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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