IDEAS home Printed from https://ideas.repec.org/a/eee/jbfina/v133y2021ics0378426621000984.html
   My bibliography  Save this article

The dynamics of non-performing loans during banking crises: A new database with post-COVID-19 implications

Author

Listed:
  • Ari, Anil
  • Chen, Sophia
  • Ratnovski, Lev

Abstract

We present a new dataset on the dynamics of non-performing loans (NPLs) during 92 banking crises since 1990. The data show similarities across crises in NPL buildup but much heterogeneity in the pace of NPL resolution. We document how high and unresolved NPLs deepen post-crisis recessions and use a machine learning approach to establish pre-crisis predictors of NPL problems. These predictors—a set of weak macroeconomic, institutional, corporate, and banking sector conditions—help shed light on post-COVID-19 NPL vulnerabilities.

Suggested Citation

  • Ari, Anil & Chen, Sophia & Ratnovski, Lev, 2021. "The dynamics of non-performing loans during banking crises: A new database with post-COVID-19 implications," Journal of Banking & Finance, Elsevier, vol. 133(C).
    • Handle: RePEc:eee:jbfina:v:133:y:2021:i:c:s0378426621000984
    DOI: 10.1016/j.jbankfin.2021.106140
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0378426621000984
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jbankfin.2021.106140?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "The Aftermath of Financial Crises," American Economic Review, American Economic Association, vol. 99(2), pages 466-472, May.
    2. Valerie Cerra & Sweta Chaman Saxena, 2008. "Growth Dynamics: The Myth of Economic Recovery," American Economic Review, American Economic Association, vol. 98(1), pages 439-457, March.
    3. Markus K. Brunnermeier & Ricardo Reis, 2019. "Crash Course on the Euro Crisis," Working Papers 258, Princeton University, Department of Economics, Center for Economic Policy Studies..
    4. Luc Laeven & Fabian Valencia, 2020. "Systemic Banking Crises Database II," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 68(2), pages 307-361, June.
    5. Lei Li & Philip E. Strahan & Song Zhang, 2020. "Banks as Lenders of First Resort: Evidence from the COVID-19 Crisis," NBER Working Papers 27256, National Bureau of Economic Research, Inc.
    6. 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.
    7. Carmen M. Reinhart & Kenneth S. Rogoff, 2009. "Varieties of Crises and Their Dates," Introductory Chapters, in: This Time Is Different: Eight Centuries of Financial Folly, Princeton University Press.
    8. Viral V Acharya & Tim Eisert & Christian Eufinger & Christian Hirsch, 2018. "Real Effects of the Sovereign Debt Crisis in Europe: Evidence from Syndicated Loans," The Review of Financial Studies, Society for Financial Studies, vol. 31(8), pages 2855-2896.
    9. A. Belloni & D. Chen & V. Chernozhukov & C. Hansen, 2012. "Sparse Models and Methods for Optimal Instruments With an Application to Eminent Domain," Econometrica, Econometric Society, vol. 80(6), pages 2369-2429, November.
    10. Beck, Roland & Jakubik, Petr & Piloiu, Anamaria, 2013. "Non-performing loans: what matters in addition to the economic cycle?," Working Paper Series 1515, European Central Bank.
    11. Anil Ari, 2015. "Sovereign Risk and Bank Risk-Taking," Working Papers 202, Oesterreichische Nationalbank (Austrian Central Bank).
    12. √Íscar Jord√Ä & Moritz Schularick & Alan M. Taylor, 2013. "When Credit Bites Back," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(s2), pages 3-28, December.
    13. Lei Li & Philip E Strahan & Song Zhang, 2020. "Banks as Lenders of First Resort: Evidence from the COVID-19 Crisis," The Review of Corporate Finance Studies, Society for Financial Studies, vol. 9(3), pages 472-500.
    14. Mr. Reinout De Bock & Mr. Alexander Demyanets, 2012. "Bank Asset Quality in Emerging Markets: Determinants and Spillovers," IMF Working Papers 2012/071, International Monetary Fund.
    15. Keeley, Michael C, 1990. "Deposit Insurance, Risk, and Market Power in Banking," American Economic Review, American Economic Association, vol. 80(5), pages 1183-1200, December.
    16. repec:rnp:ecopol:09111 is not listed on IDEAS
    17. Eduardo Levy Yeyati, 2006. "Financial dollarization: evaluating the consequences [‘A simple model of monetary policy and currency crises’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 21(45), pages 62-118.
    18. Christophe Godlewski, 2004. "Capital Regulation and Credit Risk Taking : Empirical Evidence from Banks in Emerging Market Economies," Finance 0409030, University Library of Munich, Germany.
    19. 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.
    20. Abdelkader Boudriga & Neila Boulila Taktak & Sana Jellouli, 2009. "Banking supervision and nonperforming loans: a cross‐country analysis," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 1(4), pages 286-318, November.
    21. Kareken, John H & Wallace, Neil, 1978. "Deposit Insurance and Bank Regulation: A Partial-Equilibrium Exposition," The Journal of Business, University of Chicago Press, vol. 51(3), pages 413-438, July.
    22. Lei Li & Philip E Strahan & Song Zhang, 0. "Banks as Lenders of First Resort: Evidence from the COVID-19 Crisis," Review of Corporate Finance Studies, Oxford University Press, vol. 9(3), pages 472-500.
    23. Mr. Luc Laeven & Mr. Fabian Valencia, 2018. "Systemic Banking Crises Revisited," IMF Working Papers 2018/206, International Monetary Fund.
    24. Kaushik Bhattacharya, 2003. "How good is the BankScope database? A cross-validation exercise with correction factors for market concentration measures," BIS Working Papers 133, Bank for International Settlements.
    25. Ms. Mwanza Nkusu, 2011. "Nonperforming Loans and Macrofinancial Vulnerabilities in Advanced Economies," IMF Working Papers 2011/161, International Monetary Fund.
    26. Christina D. Romer & David H. Romer, 2017. "New Evidence on the Aftermath of Financial Crises in Advanced Countries," American Economic Review, American Economic Association, vol. 107(10), pages 3072-3118, October.
    27. 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.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Mr. Anil Ari & Sophia Chen & Mr. Lev Ratnovski, 2019. "The Dynamics of Non-Performing Loans during Banking Crises: A New Database," IMF Working Papers 2019/272, International Monetary Fund.
    2. Caruso, Alberto & Reichlin, Lucrezia & Ricco, Giovanni, 2019. "Financial and fiscal interaction in the Euro Area crisis: This time was different," European Economic Review, Elsevier, vol. 119(C), pages 333-355.
    3. Wix, Carlo, 2017. "The long-run real effects of banking crises: Firm-level investment dynamics and the role of wage rigidity," SAFE Working Paper Series 189, Leibniz Institute for Financial Research SAFE.
    4. repec:spo:wpmain:info:hdl:2441/4u5amfvji89k4pj64fk8bf01dm is not listed on IDEAS
    5. repec:hal:spmain:info:hdl:2441/4u5amfvji89k4pj64fk8bf01dm is not listed on IDEAS
    6. Vyshnevskyi, Iegor & Sohn, Wook, 2023. "Nonperforming loans and related lending: Evidence from Ukraine," Emerging Markets Review, Elsevier, vol. 57(C).
    7. Krishnamurthy, Arvind & Li, Wenhao, 2020. "Dissecting Mechanisms of Financial Crises: Intermediation and Sentiment," Research Papers 3874, Stanford University, Graduate School of Business.
    8. Maximilian Grimm, 2024. "The Effect of Monetary Policy on Systemic Bank Funding Stability," ECONtribute Discussion Papers Series 341, University of Bonn and University of Cologne, Germany.
    9. Barthélémy, Sylvain & Binet, Marie-Estelle & Pentecôte, Jean-Sébastien, 2020. "Worldwide economic recoveries from financial crises through the decades," Journal of International Money and Finance, Elsevier, vol. 105(C).
    10. Rafiq, Shuddhasattwa, 2022. "How did house and stock prices respond to different crisis episodes since the 1870s?," Economic Modelling, Elsevier, vol. 114(C).
    11. Kenny, Seán & Lennard, Jason & Turner, John D., 2021. "The macroeconomic effects of banking crises: Evidence from the United Kingdom, 1750–1938," Explorations in Economic History, Elsevier, vol. 79(C).
    12. Jean-Charles Bricongne & Mathilde Dufouleur, 2024. "Impact of Insolvency Regimes on NPLs: Two Birds in the Bush is WorThéone in the Hand," Working papers 953, Banque de France.
    13. 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.
    14. Claudio Borio & Marc Farag & Fabrizio Zampolli, 2023. "Tackling the fiscal policy-financial stability nexus," BIS Working Papers 1090, Bank for International Settlements.
    15. Maryem Naili & Younes Lahrichi, 2022. "The determinants of banks' credit risk: Review of the literature and future research agenda," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 334-360, January.
    16. Alberto Montagnoli & Mirko Moro, 2018. "The Cost of Banking Crises: New Evidence from Life Satisfaction Data," Kyklos, Wiley Blackwell, vol. 71(2), pages 279-309, May.
    17. Woo, Jaejoon, 2023. "Financial crises and inequality: New evidence from a panel of 17 advanced economies," The Journal of Economic Asymmetries, Elsevier, vol. 28(C).
    18. Brei, Michael & Jacolin, Luc & Noah, Alphonse, 2020. "Credit risk and bank competition in Sub-Saharan Africa," Emerging Markets Review, Elsevier, vol. 44(C).
    19. Pallavi Chavan & Leonardo Gambacorta, 2016. "Bank lending and loan quality: the case of India," BIS Working Papers 595, Bank for International Settlements.
    20. Aleš Melecký & Martin Melecký & Monika Šulganová, 2015. "Úvěry v selhání a makroekonomika: modelování systémového kreditního rizika v České republice [Non-Performing Loans and The Macroeconomy: Modeling the Systemic Credit Risk in the Czech Republic]," Politická ekonomie, Prague University of Economics and Business, vol. 2015(8), pages 921-947.
    21. Òscar Jordá & Moritz Schularick & Alan M. Taylor, 2016. "Sovereigns Versus Banks: Credit, Crises, and Consequences," Journal of the European Economic Association, European Economic Association, vol. 14(1), pages 45-79.
    22. Albi Tola & Sébastien Waelti, 2018. "Financial Crises, Output Losses, And The Role Of Structural Reforms," Economic Inquiry, Western Economic Association International, vol. 56(2), pages 761-798, April.

    More about this item

    Keywords

    Non-performing loans; Debt; Banking crises; Recessions; Crisis resolution; COVID;
    All these keywords.

    JEL classification:

    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • N10 - Economic History - - Macroeconomics and Monetary Economics; Industrial Structure; Growth; Fluctuations - - - General, International, or Comparative
    • N20 - Economic History - - Financial Markets and Institutions - - - General, International, or Comparative

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jbfina:v:133:y:2021:i:c:s0378426621000984. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbf .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.