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Empirical Panel Analysis of Non-performing Loans in the Czech Republic. What are their Determinants and How Strong is their Impact on the Real Economy?

Author

Listed:
  • Mihail Petkovski

    (Faculty of Economics, Skopje, Republic of Macedonia)

  • Jordan Kjosevski

    (MoneyMax Financial, Ohrid, Republic of Macedonia)

  • Kiril Jovanovski

    (Faculty of Economics, Skopje, Republic of Macedonia)

Abstract

This paper examines the link between determinants of non-performing loans (NPLs) and their macroeconomic impact in the Czech Republic, using two complementary approaches. First, we explore macroeconomic and bank-specific determinants of NPLs for a panel of 22 banks from the Czech Republic, using annual data for the period 2005-2016.For our analysis, we apply difference Generalised Method of Moments. Empirical results provide evidence that the most important macroeconomic factors influencing NPLs are GDP growth, inflation, and unemployment. As for the bank-specific determinants, we found that return on assets, return on equity growth of gross loans, and equity to total assets ratio, size of the banks and foreign ownership have an impact on the amount of NPLs. Second, we investigate the feedback between NPLs and its macroeconomic determinants. The results suggest that the real economy responds to NPLs, and the analysis also indicates that there are strong feedback effects from macroeconomic conditions, such as domestic credit to private sector, GDP growth, unemployment, and inflation, to NPLs.

Suggested Citation

  • Mihail Petkovski & Jordan Kjosevski & Kiril Jovanovski, 2018. "Empirical Panel Analysis of Non-performing Loans in the Czech Republic. What are their Determinants and How Strong is their Impact on the Real Economy?," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 68(5), pages 460-490, October.
  • Handle: RePEc:fau:fauart:v:68:y:2018:i:5:p:460-490
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    References listed on IDEAS

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    1. John Y. Campbell & Pierre Perron, 1991. "Pitfalls and Opportunities: What Macroeconomists Should Know about Unit Roots," NBER Chapters, in: NBER Macroeconomics Annual 1991, Volume 6, pages 141-220, National Bureau of Economic Research, Inc.
    2. Leena Mörttinen & Paolo Poloni & Patrick Sandars & Jukka Vesala, 2005. "Analysing banking sector conditions - how to use macro-prudential indicators," Occasional Paper Series 26, European Central Bank.
    3. Didar ERDINC & Eda ABAZI, 2014. "The Determinants of NPLs in Emerging Europe, 2000-2011," Journal of Economics and Political Economy, KSP Journals, vol. 1(2), pages 112-125, December.
    4. Liliana DONATH & Veronica Mihuțescu CERNA & Ionela Maria OPREA, 2014. "Macroeconomic Determinants Of Bad Loans In Baltic Countries And Romania," SEA - Practical Application of Science, Romanian Foundation for Business Intelligence, Editorial Department, issue 6, pages 71-80, December.
    5. Castro, Vítor, 2013. "Macroeconomic determinants of the credit risk in the banking system: The case of the GIPSI," Economic Modelling, Elsevier, vol. 31(C), pages 672-683.
    6. Podpiera, Jiri & Weill, Laurent, 2008. "Bad luck or bad management? Emerging banking market experience," Journal of Financial Stability, Elsevier, vol. 4(2), pages 135-148, June.
    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. 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.
    9. Juri Marcucci & Mario Quagliariello, 2008. "Credit risk and business cycle over different regimes," Temi di discussione (Economic working papers) 670, Bank of Italy, Economic Research and International Relations Area.
    10. Vesala, Jukka & Poloni, Paolo & Mörttinen, Leena & Sandars, Patrick, 2005. "Analysing banking sector conditions - How to use macro-prudential indicators," Occasional Paper Series 26, European Central Bank.
    11. 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.
    12. Marcucci, Juri & Quagliariello, Mario, 2009. "Asymmetric effects of the business cycle on bank credit risk," Journal of Banking & Finance, Elsevier, vol. 33(9), pages 1624-1635, September.
    13. Bruna Škarica, 2013. "Determinants of Non-Performing Loans in Central and Eastern European Countries," EFZG Working Papers Series 1307, Faculty of Economics and Business, University of Zagreb.
    14. Mr. Gianni De Nicolo & Ms. Mary G Zephirin & Philip F. Bartholomew & Ms. Jahanara Zaman, 2003. "Bank Consolidation, Internationalization, and Conglomeration: Trends and Implications for Financial Risk," IMF Working Papers 2003/158, International Monetary Fund.
    15. William R. Keeton & Charles S. Morris, 1987. "Why do banks' loan losses differ?," Economic Review, Federal Reserve Bank of Kansas City, vol. 72(May), pages 3-21.
    16. Fofack, Hippolyte L., 2005. "Nonperforming loans in Sub-Saharan Africa : causal analysis and macroeconomic implications," Policy Research Working Paper Series 3769, The World Bank.
    17. Vicente Salas & Jesús Saurina, 2002. "Credit Risk in Two Institutional Regimes: Spanish Commercial and Savings Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 22(3), pages 203-224, December.
    18. Marcello Bofondi & Tiziano Ropele, 2011. "Macroeconomic determinants of bad loans: evidence from Italian banks," Questioni di Economia e Finanza (Occasional Papers) 89, Bank of Italy, Economic Research and International Relations Area.
    19. Myers, Stewart C., 1977. "Determinants of corporate borrowing," Journal of Financial Economics, Elsevier, vol. 5(2), pages 147-175, November.
    20. Nir Klein, 2013. "Non-Performing Loans in CESEE: Determinants and Impact on Macroeconomic Performance," IMF Working Papers 2013/072, International Monetary Fund.
    21. M. Hashem Pesaran & Ron Smith, 2006. "Macroeconometric Modelling With A Global Perspective," Manchester School, University of Manchester, vol. 74(s1), pages 24-49, September.
    22. Jordan Kjosevski & Mihail Petkovski, 2017. "Non-performing loans in Baltic States: determinants and macroeconomic effects," Baltic Journal of Economics, Baltic International Centre for Economic Policy Studies, vol. 17(1), pages 25-44.
    23. repec:zbw:bofrdp:2005_013 is not listed on IDEAS
    24. Ms. Mwanza Nkusu, 2011. "Nonperforming Loans and Macrofinancial Vulnerabilities in Advanced Economies," IMF Working Papers 2011/161, International Monetary Fund.
    25. Maria Soledad Martinez Peria & Mr. Giovanni Majnoni & Mr. Matthew T Jones & Mr. Winfrid Blaschke, 2001. "Stress Testing of Financial Systems: An Overview of Issues, Methodologies, and FSAP Experiences," IMF Working Papers 2001/088, International Monetary Fund.
    26. Swamy, Vighneswara, 2012. "Impact of Macroeconomic and Endogenous Factors on Non-Performing Bank Assets," MPRA Paper 47517, University Library of Munich, Germany.
    27. Boudriga, Abdelkader & Boulila, Neila & Jellouli, Sana, 2009. "Does bank supervision impact nonperforming loans : cross-country determinants using agregate data ?," MPRA Paper 18068, University Library of Munich, Germany.
    28. Christophe Godlewski, 2004. "Capital Regulation and Credit Risk Taking : Empirical Evidence from Banks in Emerging Market Economies," Finance 0409030, University Library of Munich, Germany.
    29. Rinaldi, Laura & Sanchis-Arellano, Alicia, 2006. "Household debt sustainability: what explains household non-performing loans? An empirical analysis," Working Paper Series 570, European Central Bank.
    30. Mohd Zaini Abd Karim & Sok-Gee Chan & Sallahudin Hassan, 2010. "Bank Efficiency and Non-Performing Loans: Evidence from Malaysia and Singapore," Prague Economic Papers, Prague University of Economics and Business, vol. 2010(2), pages 118-132.
    31. Michael P. Murray, 2006. "Avoiding Invalid Instruments and Coping with Weak Instruments," Journal of Economic Perspectives, American Economic Association, vol. 20(4), pages 111-132, Fall.
    32. 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.
    33. 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.
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    Cited by:

    1. Jordan Kjosevski & Mihail Petkovski & Aleksandar Stojkov, 2020. "The impact of macroeconomic and financial factors on shadow banking in the new EU member states," Zbornik radova Ekonomskog fakulteta u Rijeci/Proceedings of Rijeka Faculty of Economics, University of Rijeka, Faculty of Economics and Business, vol. 38(2), pages 407-427.
    2. Alexandra Horobet & Magdalena Radulescu & Lucian Belascu & Sandra Maria Dita, 2021. "Determinants of Bank Profitability in CEE Countries: Evidence from GMM Panel Data Estimates," JRFM, MDPI, vol. 14(7), pages 1-23, July.
    3. Dominika Ehrenbergerova & Simona Malovana, 2019. "Introducing Macro-Financial Variables into a Semi-Structural Model," Working Papers 2019/6, Czech National Bank.
    4. Ayrton Psaila & Jonathan Spiteri & Simon Grima, 2019. "The Impact of Non-Performing Loans on the Profitability of Listed Euro-Mediterranean Commercial Banks," International Journal of Economics & Business Administration (IJEBA), International Journal of Economics & Business Administration (IJEBA), vol. 0(4), pages 166-196.

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    More about this item

    Keywords

    non-performing loans; macroeconomic determinants; bank-specific determinants; Czech; Generalised Method of Moments;
    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
    • E51 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Money Supply; Credit; Money Multipliers
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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