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The role of macroeconomic determinants in credit risk measurement in transition country: Estonian example

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  • Grigori Fainstein
  • Igor Novikov

Abstract

Purpose – The purpose of this article is to investigate empirically the influence of macroeconomic and real estate market variables on the level of non-performing loans. A secondary goal is to analyse the effect of constant loan portfolio growth on the level of non-performing loans. Design/methodology/approach – The Vector Error Correction Model is applied. Findings – The research indicates that the most significant reason for the growth of non-performing loans was caused by the changes in the real GDP. The increasing influence of rapid loan portfolio growth proves the assumption that banks' credit risk management policies underestimated the changes in the macroeconomic variables during the analysed periods. Rapid growth of the real estate market played an important role, but it was not as crucial as it has been previously assumed. Practical implications – Developed an innovative approach of credit risk analysis that can be used for forecasting banks' financing activity. Originality/value – There has been developed and tested empirically an innovative approach of credit risk analysis based on the combined influence of different credit risk determinants.

Suggested Citation

  • Grigori Fainstein & Igor Novikov, 2011. "The role of macroeconomic determinants in credit risk measurement in transition country: Estonian example," International Journal of Transitions and Innovation Systems, Inderscience Enterprises Ltd, vol. 1(2), pages 117-137.
  • Handle: RePEc:ids:ijtisy:v:1:y:2011:i:2:p:117-137
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    References listed on IDEAS

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    1. Eichengreen, Barry & Arteta, Carlos, 2000. "Banking Crises in Emerging Markets: Presumptions and Evidence," Center for International and Development Economics Research, Working Paper Series qt3pk9t1h2, Center for International and Development Economics Research, Institute for Business and Economic Research, UC Berkeley.
    2. Venus Khim-Sen Liew, 2004. "Which Lag Length Selection Criteria Should We Employ?," Economics Bulletin, AccessEcon, vol. 3(33), pages 1-9.
    3. 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.
    4. Mr. Burkhard Drees & Ceyla Pazarbasioglu, 1995. "The Nordic Banking Crises: Pitfalls in Financial Liberalization?," IMF Working Papers 1995/061, International Monetary Fund.
    5. Dickey, David A & Fuller, Wayne A, 1981. "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root," Econometrica, Econometric Society, vol. 49(4), pages 1057-1072, June.
    6. Santiago Fernández de Lis & Jorge Martínez Pagés & Jesús Saurina, 2001. "Credit growth, problem loans and credit risk provisioning in Spain," BIS Papers chapters, in: Bank for International Settlements (ed.), Marrying the macro- and micro-prudential dimensions of financial stability, volume 1, pages 331-353, Bank for International Settlements.
    7. 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.
    8. Åsberg Sommar, Per & Shahnazarian, Hovick, 2008. "Macroeconomic Impact on Expected Default Frequency," Working Paper Series 219, Sveriges Riksbank (Central Bank of Sweden).
    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. Claudio Borio & Craig Furfine & Philip Lowe, 2001. "Procyclicality of the financial system and financial stability: issues and policy options," BIS Papers chapters, in: Bank for International Settlements (ed.), Marrying the macro- and micro-prudential dimensions of financial stability, volume 1, pages 1-57, Bank for International Settlements.
    11. Mr. Armando Méndez Morales & Jose Giancarlo Gasha, 2004. "Identifying Threshold Effects in Credit Risk Stress Testing," IMF Working Papers 2004/150, International Monetary Fund.
    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. Davis, E. Philip & Zhu, Haibin, 2011. "Bank lending and commercial property cycles: Some cross-country evidence," Journal of International Money and Finance, Elsevier, vol. 30(1), pages 1-21, February.
    14. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    15. Carling, Kenneth & Jacobson, Tor & Linde, Jesper & Roszbach, Kasper, 2007. "Corporate credit risk modeling and the macroeconomy," Journal of Banking & Finance, Elsevier, vol. 31(3), pages 845-868, March.
    16. Pesaran, H. Hashem & Shin, Yongcheol, 1998. "Generalized impulse response analysis in linear multivariate models," Economics Letters, Elsevier, vol. 58(1), pages 17-29, January.
    17. Davis, E. Philip, 1995. "Debt, Financial Fragility, and Systemic Risk," OUP Catalogue, Oxford University Press, number 9780198233312.
    18. repec:zbw:bofrdp:2005_013 is not listed on IDEAS
    19. Andrew P. Meyer & Timothy J. Yeager, 2001. "Are small rural banks vulnerable to local economic downturns?," Review, Federal Reserve Bank of St. Louis, vol. 83(Mar), pages 25-38.
    20. 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.
    21. Peter Winker, 2000. "Optimized Multivariate Lag Structure Selection," Computational Economics, Springer;Society for Computational Economics, vol. 16(1/2), pages 87-103, October.
    22. repec:zbw:bofrdp:2001_006 is not listed on IDEAS
    23. William R. Keeton, 1999. "Does faster loan growth lead to higher loan losses?," Economic Review, Federal Reserve Bank of Kansas City, vol. 84(Q II), pages 57-75.
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    1. Grigori Fainstein & Igor Novikov, 2011. "The Comparative Analysis of Credit Risk Determinants In the Banking Sector of the Baltic States," Review of Economics & Finance, Better Advances Press, Canada, vol. 1, pages 20-45, June.
    2. Vasiliki Makri & Konstantinos Papadatos, 2014. "How accounting information and macroeconomic environment determine credit risk? Evidence from Greece," International Journal of Business and Economic Sciences Applied Research (IJBESAR), International Hellenic University (IHU), Kavala Campus, Greece (formerly Eastern Macedonia and Thrace Institute of Technology - EMaTTech), vol. 7(1), pages 129-143, April.
    3. Iulia Andreea Bucur & Simona Elena Dragomirescu, 2014. "The Influence Of Macroeconomic Conditions On Credit Risk: Case Of Romanian Banking System," Studies and Scientific Researches. Economics Edition, "Vasile Alecsandri" University of Bacau, Faculty of Economic Sciences, issue 19.

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