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Bank lending standards over the cycle: the role of firms’ productivity and credit risk

Author

Listed:
  • Gabriel Jiménez

    (Banco de España)

  • Enrique Moral-Benito

    (Banco de España)

  • Raquel Vegas

    (Banco de España)

Abstract

We show that bank lending standards are influenced by macroeconomic conditions. We use monthly data from the Banco de España Central Credit Register, which allow us to monitor all loan applications made by non-financial firms to non-current banks from 2002 to 2015. To test the pro-cyclicality of banks’ appetite for risk, we investigate how two firm characteristics (ex-ante credit risk and productivity) interacting with two macroeconomic indicators (business cycle and the monetary policy stance) affect the probability of granting a loan. In order to enhance identification we account for unobserved heterogeneity by means of firm and banktime fixed effects. Our findings indicate that banks soften their credit standards during booms or when monetary policy is loose to harden them during busts or when short-term interest rates increase. This pattern is especially relevant in the case of firms’ productivity, which might partly explain the dismal evolution of aggregate productivity in Spain during the pre-crisis period. Finally, we also find that these results are more pronounced among less capitalized, less liquid and more profitable banks.

Suggested Citation

  • Gabriel Jiménez & Enrique Moral-Benito & Raquel Vegas, 2018. "Bank lending standards over the cycle: the role of firms’ productivity and credit risk," Working Papers 1811, Banco de España.
  • Handle: RePEc:bde:wpaper:1811
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    File URL: https://www.bde.es/f/webbde/SES/Secciones/Publicaciones/PublicacionesSeriadas/DocumentosTrabajo/18/Files/dt1811e.pdf
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    References listed on IDEAS

    as
    1. Gita Gopinath & Şebnem Kalemli-Özcan & Loukas Karabarbounis & Carolina Villegas-Sanchez, 2017. "Capital Allocation and Productivity in South Europe," The Quarterly Journal of Economics, Oxford University Press, vol. 132(4), pages 1915-1967.
    2. Giacomo Rodano & Nicolas Serrano-Velarde & Emanuele Tarantino, 2018. "Lending Standards over the Credit Cycle," Review of Financial Studies, Society for Financial Studies, vol. 31(8), pages 2943-2982.
    3. Bo Becker & Victoria Ivashina, 2015. "Reaching for Yield in the Bond Market," Journal of Finance, American Finance Association, vol. 70(5), pages 1863-1902, October.
    4. Manuel García‐Santana & Enrique Moral‐Benito & Josep Pijoan‐Mas & Roberto Ramos, 2020. "Growing Like Spain: 1995–2007," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 61(1), pages 383-416, February.
    5. Raghuram G. Rajan, 1994. "Why Bank Credit Policies Fluctuate: A Theory and Some Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 399-441.
    6. Jiménez, Gabriel & Ongena, Steven & Peydró, José-Luis & Saurina, Jesús, 2012. "Credit Supply and Monetary Policy: Identifying the Bank Balance-Sheet Channel with Loan Applications," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 102(5), pages 2301-2326.
    7. Ozlem Akin & José Montalvo & Jaume García Villar & José-Luis Peydró & Josep Raya, 2014. "The real estate and credit bubble: evidence from Spain," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 5(2), pages 223-243, August.
    8. Di Maggio, Marco & Kacperczyk, Marcin, 2017. "The unintended consequences of the zero lower bound policy," Journal of Financial Economics, Elsevier, vol. 123(1), pages 59-80.
    9. Robin Greenwood & Samuel G. Hanson, 2013. "Issuer Quality and Corporate Bond Returns," Review of Financial Studies, Society for Financial Studies, vol. 26(6), pages 1483-1525.
    10. Berger, Allen N. & Udell, Gregory F., 2004. "The institutional memory hypothesis and the procyclicality of bank lending behavior," Journal of Financial Intermediation, Elsevier, vol. 13(4), pages 458-495, October.
    11. Bernanke, Ben & Gertler, Mark, 1989. "Agency Costs, Net Worth, and Business Fluctuations," American Economic Review, American Economic Association, vol. 79(1), pages 14-31, March.
    12. Benigno, Gianluca & Converse, Nathan & Fornaro, Luca, 2015. "Large capital inflows, sectoral allocation, and economic performance," Journal of International Money and Finance, Elsevier, vol. 55(C), pages 60-87.
    13. 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.
    14. Becker, Bo & Ivashina, Victoria, 2014. "Cyclicality of credit supply: Firm level evidence," Journal of Monetary Economics, Elsevier, vol. 62(C), pages 76-93.
    15. Murphy, Kevin M & Topel, Robert H, 2002. "Estimation and Inference in Two-Step Econometric Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 88-97, January.
    16. Ai, Chunrong & Norton, Edward C., 2003. "Interaction terms in logit and probit models," Economics Letters, Elsevier, vol. 80(1), pages 123-129, July.
    17. Giovanni Dell'Ariccia & Luc Laeven & Gustavo A. Suarez, 2017. "Bank Leverage and Monetary Policy's Risk-Taking Channel: Evidence from the United States," Journal of Finance, American Finance Association, vol. 72(2), pages 613-654, April.
    18. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    19. Francisco Covas & Wouter J. Den Haan, 2011. "The Cyclical Behavior of Debt and Equity Finance," American Economic Review, American Economic Association, vol. 101(2), pages 877-899, April.
    20. Giovanni Dell'Ariccia & Robert Marquez, 2006. "Lending Booms and Lending Standards," Journal of Finance, American Finance Association, vol. 61(5), pages 2511-2546, October.
    21. Gabriel Chodorow-Reich, 2014. "Effects of Unconventional Monetary Policy on Financial Institutions," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 45(1 (Spring), pages 155-227.
    22. Gabriel Jiménez & Jesús Saurina, 2006. "Credit Cycles, Credit Risk, and Prudential Regulation," International Journal of Central Banking, International Journal of Central Banking, vol. 2(2), May.
    23. Pilar Cuadrado & Enrique Moral-Benito, 2016. "Potential growth of the spanish economy," Occasional Papers 1603, Banco de España.
    24. Gilchrist, Simon & Yankov, Vladimir & Zakrajsek, Egon, 2009. "Credit market shocks and economic fluctuations: Evidence from corporate bond and stock markets," Journal of Monetary Economics, Elsevier, vol. 56(4), pages 471-493, May.
    25. Jiménez, Gabriel & Ongena, Steven & Peydró, José-Luis & Saurina, Jesús, 2017. "Do Demand or Supply Factors Drive Bank Credit, in Good and Crisis Times?," EconStor Preprints 216802, ZBW - Leibniz Information Centre for Economics.
    26. Jeremy C. Stein & Anil K. Kashyap, 2000. "What Do a Million Observations on Banks Say about the Transmission of Monetary Policy?," American Economic Review, American Economic Association, vol. 90(3), pages 407-428, June.
    27. Jushan Bai & Serena Ng, 2006. "Confidence Intervals for Diffusion Index Forecasts and Inference for Factor-Augmented Regressions," Econometrica, Econometric Society, vol. 74(4), pages 1133-1150, July.
    28. Mikel Bedayo & Ángel Estrada & Jesús Saurina, 2018. "Bank capital, lending booms, and busts. Evidence from Spain in the last 150 years," Working Papers 1847, Banco de España.
    29. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
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    Cited by:

    1. Gete, Pedro, 2018. "Lending standards and macroeconomic dynamics," Working Paper Series 2207, European Central Bank.
    2. Ewa Wróbel, 2019. "How to measure lending policy stance of commercial banks?," NBP Working Papers 317, Narodowy Bank Polski.
    3. Zhou, Yifan & Kara, Alper & Molyneux, Philip, 2019. "Chair-CEO generation gap and bank risk-taking," The British Accounting Review, Elsevier, vol. 51(4), pages 352-372.

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    More about this item

    Keywords

    productivity; credit risk; bank supply; lending standards;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • E51 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Money Supply; Credit; Money Multipliers
    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • O47 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Empirical Studies of Economic Growth; Aggregate Productivity; Cross-Country Output Convergence

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