IDEAS home Printed from https://ideas.repec.org/a/aic/revebs/y2012i10moinescub.html
   My bibliography  Save this article

Determinants Of Nonperforming Loans In Central And Eastern European Countries: Macroeconomic Indicators And Credit Discipline

Author

Listed:
  • Bogdan-Gabriel MOINESCU

    (Academy of Economic Studies, Money and Banking Department, 6 Piata Romana, Bucharest, 010374)

Abstract

Anticipating the nonperforming loans dynamics on the basis of macroeconomic credit risk models is crucial for shaping adequate economic policy mix to prevent disorderly deleveraging in the banking system. The added value of this paper is twofold. First, we apply reputed conditional risk model referred to as Credit Portfolio View in a regional context to test whether different patterns of registered NPLs during 2003-2011 are driven by domestic economic performances in CEE countries. Second, we turn to dynamic panel regressions with fixed effects to determine whether there are material structural differences among CE Eeconomies in terms of reimbursing behaviour. Econometric results confirm that GDP growth is the prominent macroeconomic explanatory variable of nonperforming loans developments among CEE economies. Moreover, the larger the amplitude and standard deviation of the economic cycle are, the higher the NPL ratio jumps during recession period. Monetary conditions are also important, but to a lesser extent. Although labour market indicators do have informational content for modelling NPLs dynamics, their presence in the multivariate panel regressions is affected by existing strong dependency to economic growth variables. Furthermore, fixed effects were not found statistically relevant, suggesting that there are no major differences in terms of credit discipline across the CEE region. Under this setting, continued refraining from promoting domestic legislative initiatives that would impact the reimbursing behaviour is crucial for avoiding a major disruption in the real economy for many years.

Suggested Citation

  • Bogdan-Gabriel MOINESCU, 2012. "Determinants Of Nonperforming Loans In Central And Eastern European Countries: Macroeconomic Indicators And Credit Discipline," Review of Economic and Business Studies, Alexandru Ioan Cuza University, Faculty of Economics and Business Administration, issue 10, pages 47-58, December.
  • Handle: RePEc:aic:revebs:y:2012:i:10:moinescub
    as

    Download full text from publisher

    File URL: http://rebs.feaa.uaic.ro/articles/pdfs/141.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. repec:zbw:bofrdp:2004_018 is not listed on IDEAS
    2. Thomas C. Wilson, 1998. "Portfolio credit risk," Economic Policy Review, Federal Reserve Bank of New York, vol. 4(Oct), pages 71-82.
    3. Michael Boss & Martin Fenz & Johannes Pann & Claus Puhr & Martin Schneider & Eva Ubl, 2009. "Modeling Credit Risk through the Austrian Business Cycle: An Update of the OeNB Model," Financial Stability Report, Oesterreichische Nationalbank (Austrian Central Bank), issue 17, pages 85-101.
    4. 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.
    5. Nigel Tomes, 1985. "Income Distribution, Happiness and Satisfaction: A Direct Test of the Interdependent Preferences Model," University of Western Ontario, Departmental Research Report Series 8507, University of Western Ontario, Department of Economics.
    6. Roberta Fiori & Simonetta Iannotti, 2010. "On the interaction between market and credit risk: a factor-augmented vector autoregressive (FAVAR) approach," Temi di discussione (Economic working papers) 779, Bank of Italy, Economic Research and International Relations Area.
    7. Petr Jakubik & Christian Schmieder, 2008. "Stress Testing Credit Risk: Is the Czech Republic Different from Germany?," Working Papers 2008/9, Czech National Bank.
    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. 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.
    2. Petros Golitsis & Athanasios P. Fassas & Anna Lyutakova, 2019. "Credit Risk Determinants: Evidence from the Bulgarian Banking System," Bulletin of Applied Economics, Risk Market Journals, vol. 6(1), pages 41-64.
    3. Nikola Radivojevic & Jelena Jovovic, . "Examining of Determinants of Non-Performing Loans," Prague Economic Papers, University of Economics, Prague, vol. 0, pages 1-17.
    4. Akinola Ezekiel Morakinyo & Mabutho Sibanda, 2016. "The Determinants of Non-Performing Loans in the MINT Economies," Journal of Economics and Behavioral Studies, AMH International, vol. 8(5), pages 39-55.
    5. Mahmoud Abdelaziz Touny & Mohamed Abdelhameed Shehab, 2015. "Macroeconomic Determinants of Non-Performing Loans: An Empirical Study of Some Arab Countries," American Journal of Economics and Business Administration, Science Publications, vol. 7(1), pages 11-22, May.
    6. Mirela Monea, 2016. "Performance Indicators from Banking System," Annals of the University of Petrosani, Economics, University of Petrosani, Romania, vol. 16(2), pages 69-76.
    7. Ruja, Catalin, 2014. "Macro Stress-Testing Credit Risk in Romanian Banking System," MPRA Paper 58244, University Library of Munich, Germany.
    8. Imola Drigă, 2017. "Financial Intermediation after the Financial Crisis," Annals of the University of Petrosani, Economics, University of Petrosani, Romania, vol. 17(2), pages 43-50.

    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. 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.
    2. 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.
    3. Alessandra Canepa & Fawaz Khaled, 2018. "Housing, Housing Finance and Credit Risk," IJFS, MDPI, vol. 6(2), pages 1-23, May.
    4. Bonfim, Diana, 2009. "Credit risk drivers: Evaluating the contribution of firm level information and of macroeconomic dynamics," Journal of Banking & Finance, Elsevier, vol. 33(2), pages 281-299, February.
    5. Alena Bicakova & Zuzana Prelcova & Renata Pasalicova, 2010. "Who Borrows and Who May Not Repay?," Working Papers 2010/10, Czech National Bank.
    6. Kern, Markus & Rudolph, Bernd, 2001. "Comparative analysis of alternative credit risk models: An application on German middle market loan portfolios," CFS Working Paper Series 2001/03, Center for Financial Studies (CFS).
    7. repec:zbw:bofitp:2012_003 is not listed on IDEAS
    8. Bashabe Shieler & Kalu O. Emenike & Christian U. Amu, 2017. "Credit Risk Management and Financial Performance of Microfinance Institutions in Kampala, Uganda," Journal of Banking and Financial Dynamics, Sophia, vol. 1(1), pages 29-35.
    9. 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.
    10. Adam Gersl & Petr Jakubik & Tomas Konecny & Jakub Seidler, 2013. "Dynamic Stress Testing: The Framework for Assessing the Resilience of the Banking Sector Used by the Czech National Bank," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 63(6), pages 505-536, December.
    11. Saadaoui Zied, 2015. "The Cyclical Behaviour of Bank Capital Buffers: An Empirical Evidence for MENA Banking Systems," Review of Middle East Economics and Finance, De Gruyter, vol. 11(2), pages 145-182, August.
    12. Renato Filosa, 2007. "Stress testing of the stability of the Italian banking system: a VAR approach," Heterogeneity and monetary policy 0703, Universita di Modena e Reggio Emilia, Dipartimento di Economia Politica.
    13. Sebastiano Laviola & Juri Marcucci & Mario Quagliariello, 2006. "Stress testing credit risk: experience from the italian FSAP," Banca Nazionale del Lavoro Quarterly Review, Banca Nazionale del Lavoro, vol. 59(238), pages 269-291.
    14. Antonella Foglia, 2009. "Stress Testing Credit Risk: A Survey of Authorities' Aproaches," International Journal of Central Banking, International Journal of Central Banking, vol. 5(3), pages 9-45, September.
    15. Rasmus Kattai, 2010. "Credit risk model for the Estonian banking sector," Bank of Estonia Working Papers wp2010-01, Bank of Estonia, revised 04 Feb 2010.
    16. Geršl, Adam & Jakubík, Petr & Kowalczyk, Dorota & Ongena, Steven & Peydró, José-Luis, 2015. "Monetary conditions and banks’ behaviour in the Czech Republic," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 26(3), pages 407-445.
    17. Noor-e-Saher & Mehran Herbert, 2010. "Response of Long-term Interest Rate to Fiscal Imbalance: Evidence from Pakistan," SBP Research Bulletin, State Bank of Pakistan, Research Department, vol. 6, pages 43-49.
    18. repec:zbw:bofitp:2011_007 is not listed on IDEAS
    19. 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.
    20. Dua, Pami & Kapur, Hema, 2018. "Macro stress testing and resilience assessment of Indian banking," Journal of Policy Modeling, Elsevier, vol. 40(2), pages 452-475.
    21. Hans Degryse & Sanja Jakovljević & Steven Ongena, 2015. "A Review of Empirical Research on the Design and Impact of Regulation in the Banking Sector," Annual Review of Financial Economics, Annual Reviews, vol. 7(1), pages 423-443, December.
    22. Calmès, Christian & Théoret, Raymond, 2020. "Bank fee-based shocks and the U.S. business cycle," The North American Journal of Economics and Finance, Elsevier, vol. 51(C).

    More about this item

    Keywords

    macro credit risk models; nonperforming loans; deleveraging; economic cycle; financial conditions; credit discipline; emerging markets; panel regressions;
    All these keywords.

    JEL classification:

    • 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
    • E47 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Forecasting and Simulation: Models and Applications
    • 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

    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:aic:revebs:y:2012:i:10:moinescub. 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: Sireteanu Napoleon-Alexandru (email available below). General contact details of provider: https://edirc.repec.org/data/feaicro.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.