IDEAS home Printed from https://ideas.repec.org/p/nbp/nbpmis/53.html
   My bibliography  Save this paper

Macroeconomic determinants of Polish banks’ loan losses – results of a panel data study

Author

Abstract

The paper investigates the links between business cycle variables and loan losses of Polish commercial banks. A panel approach was chosen in order to make maximum use of available supervisory data, and to capture the impact of bank profile on loan losses. Loan losses are proxied by the flow of loan loss provisions. We find a significant influence of real GDP growth, changes in real interest rate, and labour market variables such as changes in unemployment rate. Due to the high share of FX loans to households, the influence of exchange rate is also examined, but the results are inconclusive. The differences in loan losses between banks can be attributed to differences in business profile, described by classification of banks into “strategic groups”, as well as the structure of loan portfolio. The paper concludes with an example of a stress testing exercise conducted using scenarios generated through the National Bank of Poland’s macroeconomic model.

Suggested Citation

  • Adam Głogowski, 2008. "Macroeconomic determinants of Polish banks’ loan losses – results of a panel data study," NBP Working Papers 53, Narodowy Bank Polski.
  • Handle: RePEc:nbp:nbpmis:53
    as

    Download full text from publisher

    File URL: https://static.nbp.pl/publikacje/materialy-i-studia/53_en.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Stefan Gerlach & Wensheng Peng & Chang Shu, 2005. "Macroeconomic conditions and banking performance in Hong Kong SAR: a panel data study," BIS Papers chapters, in: Bank for International Settlements (ed.), Investigating the relationship between the financial and real economy, volume 22, pages 481-97, Bank for International Settlements.
    2. Dimitrios Tsomocos, 2003. "Equilibrium analysis, banking, contagion and financial fragility," FMG Discussion Papers dp450, Financial Markets Group.
    3. Mario Quagliariello, "undated". "Banks' Performance over the Business Cycle: A Panel Analysis on Italian Intermediaries," Discussion Papers 04/17, Department of Economics, University of York.
    4. Enrico De Giorgi, 2002. "An Intensity Based Non-Parametric Default Model for Residential Mortgage Portfolios," Risk and Insurance 0209001, University Library of Munich, Germany, revised 09 Sep 2002.
    5. Ivan Baboucek & Martin Jancar, 2005. "Effects of Macroeconomic Shocks to the Quality of the Aggregate Loan Portfolio," Working Papers 2005/01, Czech National Bank.
    6. Robert T. Clair, 1992. "Loan growth and loan quality: some preliminary evidence from Texas banks," Economic and Financial Policy Review, Federal Reserve Bank of Dallas, issue Q III, pages 9-22.
    7. 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.
    8. A. Bhargava & L. Franzini & W. Narendranathan, 2006. "Serial Correlation and the Fixed Effects Model," World Scientific Book Chapters, in: Econometrics, Statistics And Computational Approaches In Food And Health Sciences, chapter 4, pages 61-77, World Scientific Publishing Co. Pte. Ltd..
    9. Fudenberg, Drew & Tirole, Jean, 1995. "A Theory of Income and Dividend Smoothing Based on Incumbency Rents," Journal of Political Economy, University of Chicago Press, vol. 103(1), pages 75-93, February.
    10. Williams, Jonathan, 2004. "Determining management behaviour in European banking," Journal of Banking & Finance, Elsevier, vol. 28(10), pages 2427-2460, October.
    11. Bikker, J.A. & Metzemakers, P.A.J., 2005. "Bank provisioning behaviour and procyclicality," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 15(2), pages 141-157, April.
    12. Slawomir Zajaczkowski & Dawid Zochowski, 2007. "The distribution and dispersion of debt burden ratios among households in Poland and its implications for financial stability," IFC Bulletins chapters, in: Bank for International Settlements (ed.), Proceedings of the IFC Conference on "Measuring the financial position of the household sector", Basel, 30-31 August 2006 - Volume 2, volume 26, pages 62-74, Bank for International Settlements.
    13. Glenn Hoggarth & Andrew Logan & Lea Zicchino, 2005. "Macro stress tests of UK banks," BIS Papers chapters, in: Bank for International Settlements (ed.), Investigating the relationship between the financial and real economy, volume 22, pages 392-408, Bank for International Settlements.
    14. Olga Andreeva, 2004. "Aggregate bankruptcy probabilities and their role in explaining banks’ loan losses," Working Paper 2004/02, Norges Bank.
    15. repec:zbw:bofrdp:2005_013 is not listed on IDEAS
    16. Kanagaretnam, Kiridaran & Lobo, Gerald J & Mathieu, Robert, 2003. "Managerial Incentives for Income Smoothing through Bank Loan Loss Provisions," Review of Quantitative Finance and Accounting, Springer, vol. 20(1), pages 63-80, January.
    17. Darren Pain, 2003. "The provisioning experience of the major UK banks: a small panel investigation," Bank of England working papers 177, Bank of England.
    18. repec:zbw:bofrdp:2001_006 is not listed on IDEAS
    19. Crouhy, Michel & Galai, Dan & Mark, Robert, 2000. "A comparative analysis of current credit risk models," Journal of Banking & Finance, Elsevier, vol. 24(1-2), pages 59-117, January.
    20. Hałaj, Grzegorz & Żochowski, Dawid, 2006. "Strategic groups in Polish banking sector and financial stability," MPRA Paper 326, University Library of Munich, Germany.
    21. Baltagi, Badi H. & Wu, Ping X., 1999. "Unequally Spaced Panel Data Regressions With Ar(1) Disturbances," Econometric Theory, Cambridge University Press, vol. 15(6), pages 814-823, December.
    22. Sorge, Marco & Virolainen, Kimmo, 2006. "A comparative analysis of macro stress-testing methodologies with application to Finland," Journal of Financial Stability, Elsevier, vol. 2(2), pages 113-151, June.
    23. Porter, Michael E, 1979. "The Structure within Industries and Companies' Performance," The Review of Economics and Statistics, MIT Press, vol. 61(2), pages 214-227, May.
    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. Wahyoe Soedarmono & Amine Tarazi & Agusman Agusman & Gary S. Monroe & Dominic Gasbarro, 2016. "Loan Loss Provisions and Lending Behavior of Banks: Do Information Sharing and Borrower Legal Rights Matter?," Working Papers hal-01316717, HAL.
    2. Kurt Hess & Arthur Grimes & Mark Holmes, 2009. "Credit Losses in Australasian Banking," The Economic Record, The Economic Society of Australia, vol. 85(270), pages 331-343, September.
    3. Stefano Puddu, 2013. "Real Sector and Banking System: Real and Feedback Effects. A Non-Linear VAR Approach," IRENE Working Papers 13-01, IRENE Institute of Economic Research.
    4. Ebrahimi Kahou, Mahdi & Lehar, Alfred, 2017. "Macroprudential policy: A review," Journal of Financial Stability, Elsevier, vol. 29(C), pages 92-105.
    5. Avignone, Giuseppe & Altunbas, Yener & Polizzi, Salvatore & Reghezza, Alessio, 2021. "Centralised or decentralised banking supervision? Evidence from European banks," Journal of International Money and Finance, Elsevier, vol. 110(C).
    6. Ozili, Peterson K & Outa, Erick R, 2018. "Bank Income Smoothing in South Africa: Role of Ownership, IFRS and Economic fluctuation," MPRA Paper 102567, University Library of Munich, Germany.
    7. Bornemann, Sven & Pfingsten, Andreas & Kick, Thomas & Schertler, Andrea, 2014. "Earnings baths by bank CEOs during turnovers," Discussion Papers 05/2014, Deutsche Bundesbank.
    8. Vincent Bouvatier & Laetitia Lepetit, 2012. "Effects of Loan Loss Provisions on Growth in Bank Lending: Some International Comparisons," International Economics, CEPII research center, issue 132, pages 91-116.
    9. Bornemann, Sven & Kick, Thomas & Pfingsten, Andreas & Schertler, Andrea, 2015. "Earnings baths by CEOs during turnovers: empirical evidence from German savings banks," Journal of Banking & Finance, Elsevier, vol. 53(C), pages 188-201.
    10. repec:prg:jnlpep:v:preprint:id:656:p:1-24 is not listed on IDEAS
    11. Bouvatier, Vincent & Lepetit, Laetitia, 2012. "Provisioning rules and bank lending: A theoretical model," Journal of Financial Stability, Elsevier, vol. 8(1), pages 25-31.
    12. Marcucci, Juri & Quagliariello, Mario, 2008. "Is bank portfolio riskiness procyclical: Evidence from Italy using a vector autoregression," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 18(1), pages 46-63, February.
    13. Schou-Zibell, Lotte & Albert, Jose Ramon & Song, Lei Lei, 2010. "A Macroprudential Framework for Monitoring and Examining Financial Soundness," Working Papers on Regional Economic Integration 43, Asian Development Bank.
    14. Vincent Bouvatier & Laetitia Lepetit, 2006. "Banks' procyclicality behavior: does provisioning matter?," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-00115622, HAL.
    15. Khemraj, Tarron & Pasha, Sukrishnalall, 2009. "The determinants of non-performing loans: an econometric case study of Guyana," MPRA Paper 53128, University Library of Munich, Germany.
    16. Vasiliki Makri, 2016. "Towards an Investigation of Credit Risk Determinants in Eurozone Countries," Journal of Accounting and Management Information Systems, Faculty of Accounting and Management Information Systems, The Bucharest University of Economic Studies, vol. 15(1), pages 27-57, March.
    17. Giuliana Birindelli & Paola Ferretti & Marco Savioli, 2016. "Basel 3: Does One Size Really Fit All Banks' Business Models?," Working Paper series 16-20, Rimini Centre for Economic Analysis.
    18. Vincent Bouvatier & Lætitia Lepetit, 2011. "Canal des provisions bancaires et cyclicité du marché du crédit," Revue économique, Presses de Sciences-Po, vol. 62(1), pages 67-85.
    19. Athanasoglou, Panayiotis P. & Daniilidis, Ioannis & Delis, Manthos D., 2014. "Bank procyclicality and output: Issues and policies," Journal of Economics and Business, Elsevier, vol. 72(C), pages 58-83.
    20. Martin Macháček & Aleš Melecký & Monika Šulganová, 2018. "Macroeconomic Drivers of Non-Performing Loans: A Meta-Regression Analysis," Prague Economic Papers, Prague University of Economics and Business, vol. 2018(3), pages 351-374.
    21. Mario Quagliariello, "undated". "Banks' Performance over the Business Cycle: A Panel Analysis on Italian Intermediaries," Discussion Papers 04/17, Department of Economics, University of York.

    More about this item

    Keywords

    credit risk; banks; Poland; panel data; stress tests;
    All these keywords.

    JEL classification:

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

    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:nbp:nbpmis:53. 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: Jakub Growiec (email available below). General contact details of provider: https://edirc.repec.org/data/nbpgvpl.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.