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The impact of non-performing loans on bank lending in Europe: An empirical analysis

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  • Sánchez Serrano, Antonio

Abstract

In the aftermath of the global financial crisis, considerable attention has been paid to the accumulation of non-performing loans in the balance sheet of European banks and to its potential negative effects on bank lending to the real economy. Using a dataset composed of bank-specific information and country aggregates, we study the impact of the stock and the flow of non-performing loans on the lending activities of a sample of 75 European banks between 2014 and 2018. In general, higher rates of non-performing loans, together with other variables, are associated with lower growth rates of performing loans. This effect persists across several econometric specifications and is more significant for those banks exhibiting lower growth rates of performing loans. Similarly, our econometric analysis suggests that banks with higher decreases in their rate of non-performing loans tend to lend more to the real economy, an effect which is particularly intense at the right tail of the distribution. The findings of our paper can be useful for policymakers when addressing the resolution of non-performing loans in banks.

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  • Sánchez Serrano, Antonio, 2021. "The impact of non-performing loans on bank lending in Europe: An empirical analysis," The North American Journal of Economics and Finance, Elsevier, vol. 55(C).
  • Handle: RePEc:eee:ecofin:v:55:y:2021:i:c:s106294082030200x
    DOI: 10.1016/j.najef.2020.101312
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    as
    1. Reint Gropp & Thomas Mosk & Steven Ongena & Carlo Wix, 2019. "Banks Response to Higher Capital Requirements: Evidence from a Quasi-Natural Experiment," The Review of Financial Studies, Society for Financial Studies, vol. 32(1), pages 266-299.
    2. William Oman, 2019. "The Synchronization of Business Cycles and Financial Cycles in the Euro Area," International Journal of Central Banking, International Journal of Central Banking, vol. 15(1), pages 327-362, March.
    3. John Fell & Maciej Grodzicki & Julian Metzler & Edward O’Brien, 2018. "Non-performing loans and euro area bank lending behaviour after the crisis," Revista de Estabilidad Financiera, Banco de España, issue Otoño.
    4. Calza, Alessandro & Gartner, Christine & Sousa, João, 2001. "Modelling the demand for loans to the private sector in the euro area," Working Paper Series 55, European Central Bank.
    5. Mr. Raphael A Espinoza & Mr. Ananthakrishnan Prasad, 2010. "Nonperforming Loans in the GCC Banking System and their Macroeconomic Effects," IMF Working Papers 2010/224, International Monetary Fund.
    6. Ricardo J. Caballero & Takeo Hoshi & Anil K. Kashyap, 2008. "Zombie Lending and Depressed Restructuring in Japan," American Economic Review, American Economic Association, vol. 98(5), pages 1943-1977, December.
    7. Roger Koenker, 2017. "Quantile Regression: 40 Years On," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 155-176, September.
    8. Roland Beck & Petr Jakubik & Anamaria Piloiu, 2015. "Key Determinants of Non-performing Loans: New Evidence from a Global Sample," Open Economies Review, Springer, vol. 26(3), pages 525-550, July.
    9. Schüler, Yves S. & Hiebert, Paul P. & Peltonen, Tuomas A., 2020. "Financial cycles: Characterisation and real-time measurement," Journal of International Money and Finance, Elsevier, vol. 100(C).
    10. Wenling Lu & David A. Whidbee, 2013. "Bank structure and failure during the financial crisis," Journal of Financial Economic Policy, Emerald Group Publishing, vol. 5(3), pages 281-299, June.
    11. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    12. Mary Amiti & Patrick McGuire & David E. Weinstein, 2017. "Supply- and Demand-side Factors in Global Banking," NBER Working Papers 23536, National Bureau of Economic Research, Inc.
    13. Joe Peek & Eric S. Rosengren, 2005. "Unnatural Selection: Perverse Incentives and the Misallocation of Credit in Japan," American Economic Review, American Economic Association, vol. 95(4), pages 1144-1166, September.
    14. Carmen M. Reinhart & Graciela L. Kaminsky, 1999. "The Twin Crises: The Causes of Banking and Balance-of-Payments Problems," American Economic Review, American Economic Association, vol. 89(3), pages 473-500, June.
    15. Berger, Allen N. & DeYoung, Robert, 1997. "Problem loans and cost efficiency in commercial banks," Journal of Banking & Finance, Elsevier, vol. 21(6), pages 849-870, June.
    16. Marisa Basten & Antonio Sánchez Serrano, 2019. "European banks after the global financial crisis: a new landscape," Journal of Banking Regulation, Palgrave Macmillan, vol. 20(1), pages 51-73, March.
    17. 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.
    18. Roger Koenker, 2017. "Quantile regression 40 years on," CeMMAP working papers CWP36/17, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
    19. Jean-Stéphane Mésonnier & Allen Monks, 2015. "Did the EBA Capital Exercise Cause a Credit Crunch in the Euro Area?," International Journal of Central Banking, International Journal of Central Banking, vol. 11(3), pages 75-117, June.
    20. Laura Blattner & Luisa Farinha & Francisca Rebelo, 2017. "When Losses Turn Into Loans: The Cost of Undercapitalized Banks," 2017 Papers pbl215, Job Market Papers.
    21. Louzis, Dimitrios P. & Vouldis, Angelos T. & Metaxas, Vasilios L., 2012. "Macroeconomic and bank-specific determinants of non-performing loans in Greece: A comparative study of mortgage, business and consumer loan portfolios," Journal of Banking & Finance, Elsevier, vol. 36(4), pages 1012-1027.
    22. Kolari, James & Glennon, Dennis & Shin, Hwan & Caputo, Michele, 2002. "Predicting large US commercial bank failures," Journal of Economics and Business, Elsevier, vol. 54(4), pages 361-387.
    23. Arellano, Manuel, 2003. "Panel Data Econometrics," OUP Catalogue, Oxford University Press, number 9780199245291.
    24. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    25. Pool, Sebastiaan & de Haan, Leo & Jacobs, Jan P.A.M., 2015. "Loan loss provisioning, bank credit and the real economy," Journal of Macroeconomics, Elsevier, vol. 45(C), pages 124-136.
    26. Koenker, Roger & Bassett, Gilbert, Jr, 1982. "Robust Tests for Heteroscedasticity Based on Regression Quantiles," Econometrica, Econometric Society, vol. 50(1), pages 43-61, January.
    27. Ms. Mwanza Nkusu, 2011. "Nonperforming Loans and Macrofinancial Vulnerabilities in Advanced Economies," IMF Working Papers 2011/161, International Monetary Fund.
    28. Ivashina, Victoria & Scharfstein, David, 2010. "Bank lending during the financial crisis of 2008," Journal of Financial Economics, Elsevier, vol. 97(3), pages 319-338, September.
    29. Wenling Lu & David A. Whidbee, 2013. "Bank structure and failure during the financial crisis," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 5(3), pages 281-299, July.
    30. Matteo Accornero & Piergiorgio Alessandri & Luisa Carpinelli & Alberto Maria Sorrentino, 2017. "Non-performing loans and the supply of bank credit: evidence from Italy," Questioni di Economia e Finanza (Occasional Papers) 374, Bank of Italy, Economic Research and International Relations Area.
    31. Mr. Shekhar Aiyar & Mr. Wolfgang Bergthaler & Jose M Garrido & Ms. Anna Ilyina & Andreas Jobst & Mr. Kenneth H Kang & Dmitriy Kovtun & Ms. Yan Liu & Mr. Dermot Monaghan & Ms. Marina Moretti, 2015. "A Strategy for Resolving Europe's Problem Loans," IMF Staff Discussion Notes 2015/019, International Monetary Fund.
    32. Melitz, Jacques & Pardue, Morris, 1973. "The Demand and Supply of Commercial Bank Loans," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 5(2), pages 669-692, May.
    33. Chernozhukov, Victor & Hansen, Christian, 2008. "Instrumental variable quantile regression: A robust inference approach," Journal of Econometrics, Elsevier, vol. 142(1), pages 379-398, January.
    34. Ghosh, Amit, 2015. "Banking-industry specific and regional economic determinants of non-performing loans: Evidence from US states," Journal of Financial Stability, Elsevier, vol. 20(C), pages 93-104.
    35. Suarez, Javier & Sánchez Serrano, Antonio, 2018. "Approaching non-performing loans from a macroprudential angle," Report of the Advisory Scientific Committee 7, European Systemic Risk Board.
    36. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    37. Newey, Whitney K & Powell, James L, 1987. "Asymmetric Least Squares Estimation and Testing," Econometrica, Econometric Society, vol. 55(4), pages 819-847, July.
    38. Natalya Martynova & Mr. Lev Ratnovski & Mr. Razvan Vlahu, 2015. "Bank Profitability and Risk-Taking," IMF Working Papers 2015/249, International Monetary Fund.
    39. Stefan Behrendt, 2016. "Determinants of lending activity in the Euro area," Jena Economics Research Papers 2016-017, Friedrich-Schiller-University Jena.
    40. Shekhar Aiyar & Wolfgang Bergthaler & Jose M Garrido & Anna Ilyina & Andreas Jobst & Kenneth H Kang & Dmitriy Kovtun & Yan Liu & Dermot Monaghan & Marina Moretti, 2015. "A Strategy for Resolving Europe's Problem Loans," IMF Staff Discussion Notes 15/19, International Monetary Fund.
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    More about this item

    Keywords

    Non-performing loans; Bank lending; Loan losses; Financial stability;
    All these keywords.

    JEL classification:

    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G28 - Financial Economics - - Financial Institutions and Services - - - Government Policy and Regulation

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