IDEAS home Printed from https://ideas.repec.org/p/ecb/ecbwps/20202411.html
   My bibliography  Save this paper

Do non-performing loans matter for bank lending and the business cycle in euro area countries?

Author

Listed:
  • Huljak, Ivan
  • Martin, Reiner
  • Moccero, Diego
  • Pancaro, Cosimo

Abstract

We contribute to the empirical literature on the impact of non-performing loan (NPL) ratios on aggregate banking sector variables and the macroeconomy by estimating a panel Bayesian VAR model for twelve euro area countries. The model is estimated assuming a hierarchical prior that allows for country-specific coefficients. The VAR includes a large set of variables and is identified via Choleski factorisation. We estimate the impact of exogenous shocks to the change in NPL ratios across countries. The main findings of the paper are as follows: i ) An impulse response analysis shows that an exogenous increase in the change in NPL ratios tends to depress bank lending volumes, widens bank lending spreads and leads to a fall in real GDP growth and residential real estate prices; ii ) A forecast error variance decomposition shows that shocks to the change in NPL ratios explain a relatively large share of the variance of the variables in the VAR, particularly for countries that experienced a large increase in NPL ratios during the recent crises; and iii ) A three-year structural out-of-sample scenario analysis provides quantitative evidence that reducing banks' NPL ratios can produce significant benefits in euro area countries in terms of improved macroeconomic and financial conditions. JEL Classification: G21, C32, C11

Suggested Citation

  • Huljak, Ivan & Martin, Reiner & Moccero, Diego & Pancaro, Cosimo, 2020. "Do non-performing loans matter for bank lending and the business cycle in euro area countries?," Working Paper Series 2411, European Central Bank.
  • Handle: RePEc:ecb:ecbwps:20202411
    Note: 339083
    as

    Download full text from publisher

    File URL: https://www.ecb.europa.eu//pub/pdf/scpwps/ecb.wp2411~839bc74726.en.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Guillaume Arnould & Giuseppe Avignone & Cosimo Pancaro & Dawid Żochowski, 2022. "Bank funding costs and solvency," The European Journal of Finance, Taylor & Francis Journals, vol. 28(10), pages 931-963, July.
    2. Christiano, Lawrence J & Eichenbaum, Martin & Evans, Charles, 1996. "The Effects of Monetary Policy Shocks: Evidence from the Flow of Funds," The Review of Economics and Statistics, MIT Press, vol. 78(1), pages 16-34, February.
    3. Ciccarelli, Matteo & Maddaloni, Angela & Peydró, José-Luis, 2013. "Heterogeneous transmission mechanism: monetary policy and financial fragility in the euro area," Working Paper Series 1527, European Central Bank.
    4. Christiano, Lawrence J. & Eichenbaum, Martin & Evans, Charles L., 1999. "Monetary policy shocks: What have we learned and to what end?," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 2, pages 65-148, Elsevier.
    5. Ben S. Bernanke & Mark Gertler, 1995. "Inside the Black Box: The Credit Channel of Monetary Policy Transmission," Journal of Economic Perspectives, American Economic Association, vol. 9(4), pages 27-48, Fall.
    6. Daniel F. Waggoner & Tao Zha, 1999. "Conditional Forecasts In Dynamic Multivariate Models," The Review of Economics and Statistics, MIT Press, vol. 81(4), pages 639-651, November.
    7. Fell, John & Grodzicki, Maciej & Krušec, Dejan & Martin, Reiner & O’Brien, Edward, 2017. "Overcoming Non-Performing Loan Market Failures with Transaction Platforms," Financial Stability Review, European Central Bank, vol. 2.
    8. Matteo Iacoviello, 2005. "House Prices, Borrowing Constraints, and Monetary Policy in the Business Cycle," American Economic Review, American Economic Association, vol. 95(3), pages 739-764, June.
    9. 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.
    10. Bernanke, Ben S. & Boivin, Jean, 2003. "Monetary policy in a data-rich environment," Journal of Monetary Economics, Elsevier, vol. 50(3), pages 525-546, April.
    11. Ioannis Asimakopoulos & Panagiotis K. Avramidis & Dimitris Malliaropulos & Nickolaos G. Travlos, 2016. "Moral hazard and strategic default: evidence from Greek corporate loans," Working Papers 211, Bank of Greece.
    12. 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.
    13. Goetz, Martin R., 2018. "Competition and bank stability," Journal of Financial Intermediation, Elsevier, vol. 35(PA), pages 57-69.
    14. 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.
    15. Antolín-Díaz, Juan & Petrella, Ivan & Rubio-Ramírez, Juan F., 2021. "Structural scenario analysis with SVARs," Journal of Monetary Economics, Elsevier, vol. 117(C), pages 798-815.
    16. Bjørnland, Hilde C. & Jacobsen, Dag Henning, 2010. "The role of house prices in the monetary policy transmission mechanism in small open economies," Journal of Financial Stability, Elsevier, vol. 6(4), pages 218-229, December.
    17. Meeks, Roland, 2012. "Do credit market shocks drive output fluctuations? Evidence from corporate spreads and defaults," Journal of Economic Dynamics and Control, Elsevier, vol. 36(4), pages 568-584.
    18. Hristov, Nikolay & Hülsewig, Oliver & Wollmershäuser, Timo, 2012. "Loan supply shocks during the financial crisis: Evidence for the Euro area," Journal of International Money and Finance, Elsevier, vol. 31(3), pages 569-592.
    19. 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.
    20. Beck, Thorsten & De Jonghe, Olivier & Schepens, Glenn, 2013. "Bank competition and stability: Cross-country heterogeneity," Journal of Financial Intermediation, Elsevier, vol. 22(2), pages 218-244.
    21. Philipp Hartmann, 2015. "Real Estate Markets and Macroprudential Policy in Europe," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 47(S1), pages 69-80, March.
    22. Matteo Ciccarelli & Angela Maddaloni & José-Luis Peydró, 2013. "Heterogeneous transmission mechanism: monetary policy and financial fragility in the eurozone [Which financial frictions? Parsing the evidence from the financial crisis of 2007-9]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 28(75), pages 459-512.
    23. Bassett, William F. & Chosak, Mary Beth & Driscoll, John C. & Zakrajšek, Egon, 2014. "Changes in bank lending standards and the macroeconomy," Journal of Monetary Economics, Elsevier, vol. 62(C), pages 23-40.
    24. Walentin, Karl, 2014. "Business cycle implications of mortgage spreads," Journal of Monetary Economics, Elsevier, vol. 67(C), pages 62-77.
    25. Fell, John & Grodzicki, Maciej & Martin, Reiner & O’Brien, Edward, 2016. "Addressing Market Failures in the Resolution of Non-Performing Loans in the Euro Area," Financial Stability Review, European Central Bank, vol. 2.
    26. Hancock, Diana & Laing, Andrew J. & Wilcox, James A., 1995. "Bank capital shocks: Dynamic effects on securities, loans, and capital," Journal of Banking & Finance, Elsevier, vol. 19(3-4), pages 661-677, June.
    27. Nir Klein, 2013. "Non-Performing Loans in CESEE: Determinants and Impact on Macroeconomic Performance," IMF Working Papers 2013/072, International Monetary Fund.
    28. Ms. Mwanza Nkusu, 2011. "Nonperforming Loans and Macrofinancial Vulnerabilities in Advanced Economies," IMF Working Papers 2011/161, International Monetary Fund.
    29. Dimitrios Anastasiou & Helen Louri & Mike Tsionas, 2019. "Nonperforming loans in the euro area: Are core–periphery banking markets fragmented?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 24(1), pages 97-112, January.
    30. Grodzicki, Maciej & Laliotis, Dimitrios & Leber, Miha & Martin, Reiner & O’Brien, Edward & Zboromirski, Piotr, 2015. "Resolving the Legacy of Non-Performing Exposures in Euro Area Banks," Financial Stability Review, European Central Bank, vol. 1.
    31. Jean-Stéphane Mésonnier & Dalibor Stevanovic, 2017. "The Macroeconomic Effects of Shocks to Large Banks’ Capital," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 79(4), pages 546-569, August.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Nicoletti, Giulio & Rariga, Judit & Rodriguez d’Acri, Costanza, 2024. "Spare tyres with a hole: investment funds under stress and credit to firms," Working Paper Series 2917, European Central Bank.
    2. Wu, Xin & Jin, Tianhe & Yang, Keng & Qi, Hanying, 2023. "The impact of bank FinTech on commercial banks' risk-taking in China," International Review of Financial Analysis, Elsevier, vol. 90(C).
    3. Susamto, Akhmad Akbar & Octavio, Danes Quirira & Risfandy, Tastaftiyan & Wardani, Dyah Titis Kusuma, 2023. "Public ownership and local bank lending at the time of the Covid-19 pandemic: Evidence from Indonesia," Pacific-Basin Finance Journal, Elsevier, vol. 80(C).
    4. Abida Naurin & Panayiotis M. Pourpourides, 2023. "On the causality between household and government spending on education: evidence from a panel of 40 countries," Empirical Economics, Springer, vol. 65(2), pages 567-585, August.
    5. Laeven, Luc & Baron, Matthew & Penasse, Julien & Usenko, Yevhenii, 2021. "Investing in Crises," CEPR Discussion Papers 15858, C.E.P.R. Discussion Papers.
    6. Davidson, Sharada Nia & Moccero, Diego Nicolas, 2024. "The nonlinear effects of banks’ vulnerability to capital depletion in euro area countries," Working Paper Series 2912, European Central Bank.
    7. Mandas, Marco & Lahmar, Oumaima & Piras, Luca & De Lisa, Riccardo, 2024. "ESG reputational risk and market valuation: Evidence from the European banking industry," Research in International Business and Finance, Elsevier, vol. 69(C).
    8. Barbaro, Bianca & Tirelli, Patrizio, 2021. "Forbearance vs foreclosure in a general equilibrium model," Working Paper Series 2531, European Central Bank.
    9. Vyshnevskyi, Iegor & Sohn, Wook, 2023. "Nonperforming loans and related lending: Evidence from Ukraine," Emerging Markets Review, Elsevier, vol. 57(C).
    10. Tölö, Eero & Virén, Matti, 2021. "How much do non-performing loans hinder loan growth in Europe?," European Economic Review, Elsevier, vol. 136(C).
    11. Giorgio Brunello & Áron Gereben & Désirée Rückert & Christoph Weiss & Patricia Wruuck, 2022. "Do investments in human and physical capital respond differently to financing constraints?," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 158(1), pages 1-14, December.
    12. Júlio, Paulo & Maria, José R., 2024. "The magnifying role of the banking sector during depressions," Journal of Macroeconomics, Elsevier, vol. 79(C).
    13. Ozili, Peterson K, 2021. "Bank non-performing loans in the Fintech era," MPRA Paper 113467, University Library of Munich, Germany.

    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. Tatarici Luminita Roxana & Kubinschi Matei Nicolae & Barnea Dinu, 2020. "Determinants of Non-Performing Loans for the EEC Region. A Financial Stability Perspective," Management & Marketing, Sciendo, vol. 15(4), pages 621-642, December.
    2. Maria Karadima & Helen Louri, 2021. "Determinants of Non-Performing Loans in Greece: the intricate role of fiscal expansion," GreeSE – Hellenic Observatory Papers on Greece and Southeast Europe 160, Hellenic Observatory, LSE.
    3. Pancotto, Livia & ap Gwilym, Owain & Williams, Jonathan, 2024. "The evolution and determinants of the non-performing loan burden in Italian banking," Pacific-Basin Finance Journal, Elsevier, vol. 84(C).
    4. Sangyup Choi & Kimoon Jeong & Jiseob Kim, 2023. "One Monetary Policy and Two Bank Lending Standards: A Tale of Two Europes," Working papers 2023rwp-209, Yonsei University, Yonsei Economics Research Institute.
    5. Fernández-Amador, Octavio, 2016. "Finance-augmented business cycles: A robustness check," Papers 1038, World Trade Institute.
    6. Tölö, Eero & Virén, Matti, 2021. "How much do non-performing loans hinder loan growth in Europe?," European Economic Review, Elsevier, vol. 136(C).
    7. Nocera, Andrea & Roma, Moreno, 2017. "House prices and monetary policy in the euro area: evidence from structural VARs," Working Paper Series 2073, European Central Bank.
    8. Antonio Álvarez & Alejandro Fernández & Joaquín García-Cabo & Diana Posada, 2019. "Liquidity Funding Shocks: the Role of Banks’ Funding Mix," Journal of Financial Services Research, Springer;Western Finance Association, vol. 55(2), pages 167-190, June.
    9. Octavio Fernández-Amador & Martin Gächter & Friedrich Sindermann, 2016. "Finance-augmented business cycles: A robustness check," Economics Bulletin, AccessEcon, vol. 36(1), pages 132-144.
    10. Gregor Bäurle & Rolf Scheufele, 2019. "Credit cycles and real activity: the Swiss case," Empirical Economics, Springer, vol. 56(6), pages 1939-1966, June.
    11. Stijn Claessens & M Ayhan Kose, 2018. "Frontiers of macrofinancial linkages," BIS Papers, Bank for International Settlements, number 95.
    12. Davidson, Sharada Nia & Moccero, Diego Nicolas, 2024. "The nonlinear effects of banks’ vulnerability to capital depletion in euro area countries," Working Paper Series 2912, European Central Bank.
    13. Meeks, Roland, 2017. "Capital regulation and the macroeconomy: Empirical evidence and macroprudential policy," European Economic Review, Elsevier, vol. 95(C), pages 125-141.
    14. Victor Echevarria Icaza & Simón Sosvilla-Rivero, 2017. "Yields on sovereign debt, fragmentation and monetary policy transmission in the euro area: A GVAR approach," Working Papers 17-01, Asociación Española de Economía y Finanzas Internacionales.
    15. Kanngiesser Derrick & Martin Reiner & Maurin Laurent & Moccero Diego, 2020. "The macroeconomic impact of shocks to bank capital buffers in the Euro Area," The B.E. Journal of Macroeconomics, De Gruyter, vol. 20(1), pages 1-17, January.
    16. Mark Gertler & Jordi Gali & Richard Clarida, 1999. "The Science of Monetary Policy: A New Keynesian Perspective," Journal of Economic Literature, American Economic Association, vol. 37(4), pages 1661-1707, December.
    17. Vargas-Silva, Carlos, 2008. "Monetary policy and the US housing market: A VAR analysis imposing sign restrictions," Journal of Macroeconomics, Elsevier, vol. 30(3), pages 977-990, September.
    18. Aysun, Uluc & Jeon, Kiyoung & Kabukcuoglu, Zeynep, 2018. "Is the credit channel alive? Firm-level evidence on the sensitivity of borrowing spreads to monetary policy," Economic Modelling, Elsevier, vol. 75(C), pages 305-319.
    19. Brei, Michael & Jacolin, Luc & Noah, Alphonse, 2020. "Credit risk and bank competition in Sub-Saharan Africa," Emerging Markets Review, Elsevier, vol. 44(C).
    20. Morakinyo Akinola & Muller Colette & Sibanda Mabutho, 2018. "Non-Performing Loans, Banking System and Macroeconomy," Studia Universitatis Babeș-Bolyai Oeconomica, Sciendo, vol. 63(2), pages 67-86, August.

    More about this item

    Keywords

    euro area countries; hierarchical priors; non-performing loans; panel Bayesian VAR;
    All these keywords.

    JEL classification:

    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:ecb:ecbwps:20202411. 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: Official Publications (email available below). General contact details of provider: https://edirc.repec.org/data/emieude.html .

    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.