The role of macroeconomic determinants in credit risk measurement in transition country: Estonian example
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.
Volume (Year): 1 (2011)
Issue (Month): 2 ()
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- Diana Bonfim, 2007.
"Credit Risk Drivers: Evaluating the Contribution of Firm Level Information and of Macroeconomic Dynamics,"
w200707, Banco de Portugal, Economics and Research Department.
- Diana Bonfim, 2006. "Credit Risk Drivers: Evaluating the Contribution of Firm Level Information and of Macroeconomic Dynamics," Economic Bulletin and Financial Stability Report Articles, Banco de Portugal, Economics and Research Department.
- 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.
- 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.
- Davis, E. Philip, 1995. "Debt, Financial Fragility, and Systemic Risk," OUP Catalogue, Oxford University Press, number 9780198233312, March.
- Maria Soledad Martinez Peria & Giovanni Majnoni & Matthew T. Jones & Winfrid Blaschke, 2001. "Stress Testing of Financial Systems: An Overview of Issues, Methodologies, and FSAP Experiences," IMF Working Papers 01/88, International Monetary Fund.
- 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 1057-72, June.
- Peter Winker, 2000. "Optimized Multivariate Lag Structure Selection," Computational Economics, Society for Computational Economics, vol. 16(1/2), pages 87-103, October.
- Venus Khim-Sen Liew, 2004. "Which Lag Length Selection Criteria Should We Employ?," Economics Bulletin, AccessEcon, vol. 3(33), pages 1-9.
- Pesaran, M. H. & Shin, Y., 1997.
"Generalised Impulse Response Analysis in Linear Multivariate Models,"
Cambridge Working Papers in Economics
9710, Faculty of Economics, University of Cambridge.
- Pesaran, H. Hashem & Shin, Yongcheol, 1998. "Generalized impulse response analysis in linear multivariate models," Economics Letters, Elsevier, vol. 58(1), pages 17-29, January.
- Santiago Fernández de Lis & Jorge Martínez Pagés & Jesús Saurina, 2000. "Credit Growth, Problem Loans and Credit Risk Provisioning in Spain," Banco de Espa�a Working Papers 0018, Banco de Espa�a.
- Barry Eichengreen & Carlos Arteta, 2001.
"Banking Crises in Emerging Markets: Presumptions and Evidence,"
- 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.
- Barry Eichengreen and Carlos Arteta., 2000. "Banking Crises in Emerging Markets: Presumptions and Evidence," Center for International and Development Economics Research (CIDER) Working Papers C00-115, University of California at Berkeley.
- Åsberg Sommar, Per & Shahnazarian, Hovick, 2008. "Macroeconomic Impact on Expected Default Frequency," Working Paper Series 219, Sveriges Riksbank (Central Bank of Sweden).
- 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.
- Burkhard Drees & Ceyla Pazarbasioglu, 1998.
"The Nordic Banking Crisis: Pitfalls in Financial Liberalization,"
IMF Occasional Papers
161, International Monetary Fund.
- Burkhard Drees & Ceyla Pazarbasioglu, 1995. "The Nordic Banking Crises: Pitfalls in Financial Liberalization?," IMF Working Papers 95/61, International Monetary Fund.
- William R. Keeton, 1999. "Does faster loan growth lead to higher loan losses?," Economic Review, Federal Reserve Bank of Kansas City, issue Q II, pages 57-75.
- 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.
- E. Philip Davis & Haibin Zhu, 2004. "Bank lending and commercial property cycles: some cross-country evidence," BIS Working Papers 150, Bank for International Settlements.
- Pesola, Jarmo, 2001. "The role of macroeconomic shocks in banking crises," Research Discussion Papers 6/2001, Bank of Finland.
- Armando MÃ©ndez Morales & Jose Giancarlo Gasha, 2004. "Identifying Threshold Effects in Credit Risk Stress Testing," IMF Working Papers 04/150, International Monetary Fund.
- Andrew P. Meyer & Timothy J. Yeager, 2001. "Are small rural banks vulnerable to local economic downturns?," Review, Federal Reserve Bank of St. Louis, issue Mar, pages 25-38.
- 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.
- Pesola , Jarmo, 2005. "Banking fragility and distress: An econometric study of macroeconomic determinants," Research Discussion Papers 13/2005, Bank of Finland.
- 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.
- 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.
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