IDEAS home Printed from https://ideas.repec.org/a/ksp/journ1/v1y2014i2p112-125.html
   My bibliography  Save this article

The Determinants of NPLs in Emerging Europe, 2000-2011

Author

Listed:
  • Didar ERDINC
  • Eda ABAZI

    (American University in Bulgaria)

Abstract

The emerging Europe has been hardest hit by the surge in the non-performing loans (NPLs) in the aftermath of the global financial turbulence and the crisis-induced recession. The surge in the NPLs generated a severe banking distress, and left a legacy of a debt overhang that dramatically constrained bank lending and served as a drag on economic growth in the post-crisis period. We quantitatively study the determinants of loan losses in static and dynamic panel models with a focus on the linkages between the macro-financial vulnerabilities and a wide range of bank specific variables in 20 emerging European countries during 2000-2011. Our results indicate that the NPL dynamics have been particularly sensitive to real GDP growth, and inflation, while bank profitability as a proxy for management quality plays a significant role in constraining loan defaults. By contrast, higher lending rates may lead to adverse selection problems, and hence reduces loan quality. There is also some weak evidence that rapid credit growth as a measure of excessive risk taking in lending serves as a precursor to worsening loan portfolio quality. We observe, based on a unique data set, that banks in the region increasingly employ advanced risk management regimes (Internal Rating Based, IRB) with the potential to better monitor and evaluate loan quality and hence, rein on problem loans.

Suggested Citation

  • 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.
    • Handle: RePEc:ksp:journ1:v:1:y:2014:i:2:p:112-125
    as

    Download full text from publisher

    File URL: http://www.kspjournals.org/index.php/JEPE/article/download/59/187
    Download Restriction: no
    File URL: http://www.kspjournals.org/index.php/JEPE/article/view/59
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. 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.
    2. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    3. David Roodman, 2009. "How to do xtabond2: An introduction to difference and system GMM in Stata," Stata Journal, StataCorp LP, vol. 9(1), pages 86-136, March.
    4. 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.
    5. 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.
    6. Miss Rita Babihuga, 2007. "Macroeconomic and Financial Soundness Indicators: An Empirical Investigation," IMF Working Papers 2007/115, International Monetary Fund.
    7. Richard Podpiera, 2006. "Does Compliance with Basel Core Principles Bring Any Measurable Benefits?," IMF Staff Papers, Palgrave Macmillan, vol. 53(2), pages 1-5.
    8. Richard Blundell & Stephen Bond, 2000. "GMM Estimation with persistent panel data: an application to production functions," Econometric Reviews, Taylor & Francis Journals, vol. 19(3), pages 321-340.
    9. Mario Quagliariello, 2007. "Banks' riskiness over the business cycle: a panel analysis on Italian intermediaries," Applied Financial Economics, Taylor & Francis Journals, vol. 17(2), pages 119-138.
    10. 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.
    11. David Roodman, 2006. "How to Do xtabond2," North American Stata Users' Group Meetings 2006 8, Stata Users Group.
    12. Mr. Dewitt D Marston, 2001. "Financial System Standards and Financial Stability: The Case of the Basel Core Principles," IMF Working Papers 2001/062, International Monetary Fund.
    13. Fofack, Hippolyte L., 2005. "Nonperforming loans in Sub-Saharan Africa : causal analysis and macroeconomic implications," Policy Research Working Paper Series 3769, The World Bank.
    14. 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.
    15. 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.
    16. Demirgüç-Kunt, Asli & Detragiache, Enrica, 2011. "Basel Core Principles and bank soundness: Does compliance matter?," Journal of Financial Stability, Elsevier, vol. 7(4), pages 179-190, December.
    17. Ms. Mwanza Nkusu, 2011. "Nonperforming Loans and Macrofinancial Vulnerabilities in Advanced Economies," IMF Working Papers 2011/161, International Monetary Fund.
    18. Brown, Martin & Lane, Philip R., 2011. "Debt overhang in emerging Europe ?," Policy Research Working Paper Series 5784, The World Bank.
    19. Stein, Roger M., 2005. "The relationship between default prediction and lending profits: Integrating ROC analysis and loan pricing," Journal of Banking & Finance, Elsevier, vol. 29(5), pages 1213-1236, May.
    20. repec:zbw:bofrdp:2001_006 is not listed on IDEAS
    21. 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.
    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. Bogdan Florin FILIP, 2017. "Lessons From The Impact Of Internal And Macroeconomic Determinants Of Bad Loans In Cee Banks," EURINT, Centre for European Studies, Alexandru Ioan Cuza University, vol. 4, pages 198-212.
    2. Almir ALIHODŽIĆ & İbrahim Halil EKŞİ, 2018. "Credit growth and non-performing loans: evidence from Turkey and some Balkan countries," Eastern Journal of European Studies, Centre for European Studies, Alexandru Ioan Cuza University, vol. 9, pages 229-249, December.
    3. 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.
    4. Ionut – Daniel Pop, 2019. "Systemic Sustainability of European Banking Activity: A Multi-Perspective Approach," International Journal of Academic Research in Accounting, Finance and Management Sciences, Human Resource Management Academic Research Society, International Journal of Academic Research in Accounting, Finance and Management Sciences, vol. 9(3), pages 49-58, July.
    5. Saom Shawleen Anita & Nishat Tasnova & Nousheen Nawar, 2022. "Are non-performing loans sensitive to macroeconomic determinants? an empirical evidence from banking sector of SAARC countries," Future Business Journal, Springer, vol. 8(1), pages 1-16, December.
    6. Pop, Ionuț Daniel & Cepoi, Cosmin Octavian & Anghel, Dan Gabriel, 2018. "Liquidity-threshold effect in non-performing loans," Finance Research Letters, Elsevier, vol. 27(C), pages 124-128.
    7. Us, Vuslat, 2017. "Dynamics of non-performing loans in the Turkish banking sector by an ownership breakdown: The impact of the global crisis," Finance Research Letters, Elsevier, vol. 20(C), pages 109-117.
    8. Imad Jabbouri & Maryem Naili, 2020. "Determinants of Nonperforming Loans in Emerging Markets: Evidence from the MENA Region," Review of Pacific Basin Financial Markets and Policies (RPBFMP), World Scientific Publishing Co. Pte. Ltd., vol. 22(04), pages 1-33, February.
    9. Changjun Zheng & Sinamenye Jean-Petit, 2023. "The Effects of the Interactions Between Agro-Production, Economic, and Financial Development on Bank Sustainability," SAGE Open, , vol. 13(2), pages 21582440231, June.
    10. Ardit Gjeçi & Matej Marinč & Vasja Rant, 2023. "Non-performing loans and bank lending behaviour," Risk Management, Palgrave Macmillan, vol. 25(1), pages 1-26, March.
    11. Kandela Ramesh, 2019. "Bad Loans of Public Sector Banks in India: A Panel Data Study," Emerging Economy Studies, International Management Institute, vol. 5(1), pages 22-30, May.
    12. Teodor Hada & Nicoleta Bărbuță-Mișu & Iulia Cristina Iuga & Dorin Wainberg, 2020. "Macroeconomic Determinants of Nonperforming Loans of Romanian Banks," Sustainability, MDPI, vol. 12(18), pages 1-19, September.
    13. Pop Ionuț-Daniel & Chicu Nicoleta & Răduțu Andrei, 2018. "Non-performing loans decision making in the Romanian banking system," Management & Marketing, Sciendo, vol. 13(1), pages 761-776, March.
    14. Burim Gashi, 2021. "Impact of Bank Specific and Macro Determinants on Non-performing Loans of Polish Banking Sector," Economic Studies journal, Bulgarian Academy of Sciences - Economic Research Institute, issue 7, pages 129-147.
    15. ROMAN Angela & BILAN Irina, 2015. "An Empirical Analysis Of The Macroeconomic Determinants Of Non-Performing Loans In Eu28 Banking Sector," Revista Economica, Lucian Blaga University of Sibiu, Faculty of Economic Sciences, vol. 67(2), pages 108-127.

    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. Didar Erdinç & Andrey Gurov, 2016. "The Effect of Regulatory and Risk Management Advancement on Non-Performing Loans in European Banking, 2000–2011," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 22(3), pages 249-262, August.
    2. Love, Inessa & Turk Ariss, Rima, 2014. "Macro-financial linkages in Egypt: A panel analysis of economic shocks and loan portfolio quality," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 28(C), pages 158-181.
    3. 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.
    4. 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).
    5. Brei, Michael & Jacolin, Luc & Noah, Alphonse, 2020. "Credit risk and bank competition in Sub-Saharan Africa," Emerging Markets Review, Elsevier, vol. 44(C).
    6. Ahlem Selma Messai & Fathi Jouini, 2013. "Micro and Macro Determinants of Non-performing Loan," International Journal of Economics and Financial Issues, Econjournals, vol. 3(4), pages 852-860.
    7. Gulati, Rachita & Goswami, Anju & Kumar, Sunil, 2019. "What drives credit risk in the Indian banking industry? An empirical investigation," Economic Systems, Elsevier, vol. 43(1), pages 42-62.
    8. Vasiliki Makri, 2015. "What Triggers Loan Losses? An Empirical Investigation of Greek Financial Sector," SPOUDAI Journal of Economics and Business, SPOUDAI Journal of Economics and Business, University of Piraeus, vol. 65(3-4), pages 119-143, july-Dece.
    9. Vyshnevskyi, Iegor & Sohn, Wook, 2023. "Nonperforming loans and related lending: Evidence from Ukraine," Emerging Markets Review, Elsevier, vol. 57(C).
    10. Maria Kasselaki & Athanasios Tagkalakis, 2014. "Financial soundness indicators and financial crisis episodes," Annals of Finance, Springer, vol. 10(4), pages 623-669, November.
    11. Florian Manz, 2019. "Determinants of non-performing loans: What do we know? A systematic review and avenues for future research," Management Review Quarterly, Springer, vol. 69(4), pages 351-389, November.
    12. 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.
    13. Bogdan Florin FILIP, 2017. "Lessons From The Impact Of Internal And Macroeconomic Determinants Of Bad Loans In Cee Banks," EURINT, Centre for European Studies, Alexandru Ioan Cuza University, vol. 4, pages 198-212.
    14. Laxmi Koju & Ram Koju & Shouyang Wang, 2018. "Does Banking Management Affect Credit Risk? Evidence from the Indian Banking System," IJFS, MDPI, vol. 6(3), pages 1-11, July.
    15. Us, Vuslat, 2017. "Dynamics of non-performing loans in the Turkish banking sector by an ownership breakdown: The impact of the global crisis," Finance Research Letters, Elsevier, vol. 20(C), pages 109-117.
    16. Vuslat Us, 2016. "Determinants of Non-Performing Loans in the Turkish Banking Sector : What Has Changed After the Global Crisis?," CBT Research Notes in Economics 1627, Research and Monetary Policy Department, Central Bank of the Republic of Turkey.
    17. Alandejani, Maha & Asutay, Mehmet, 2017. "Nonperforming loans in the GCC banking sectors: Does the Islamic finance matter?," Research in International Business and Finance, Elsevier, vol. 42(C), pages 832-854.
    18. 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.
    19. Chaibi, Hasna & Ftiti, Zied, 2015. "Credit risk determinants: Evidence from a cross-country study," Research in International Business and Finance, Elsevier, vol. 33(C), pages 1-16.
    20. Rahbar , Farhad & Behzadi Soufiani , Mohsen, 2021. "The Impact of Macroeconomic and Banking Variables on Non-Performing Loans in Oil Cycles: Evidence from Iran," Journal of Money and Economy, Monetary and Banking Research Institute, Central Bank of the Islamic Republic of Iran, vol. 16(2), pages 135-164, June.

    More about this item

    JEL classification:

    • 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
    • G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Financial Risk and Risk Management; Capital and Ownership Structure; Value of Firms; Goodwill

    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:ksp:journ1:v:1:y:2014:i:2:p:112-125. 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: Bilal KARGI (email available below). General contact details of provider: http://www.kspjournals.org .

    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.