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Determinants Of Credit Risk – The Case Of Serbia

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  • Željko Jović

Abstract

This paper examines systemic and specific factors that increased the credit risk level in the Serbian banking sector between 2008 and 2014, by applying the vector autoregression model (VAR), logit and probit. Business cycle and RSD depreciation are the most important systemic determinants of credit risk in the corporate sector, while in the retail sector these determinants represent a deterioration of the business and financial situation, based on a rise in the unemployment rate and nonperforming loans, together with domestic currency depreciation and the effects of the solidarity tax. Banks that entered the crisis with a lower level of capital, higher level of portfolio concentration in their 50 biggest borrowers, and with restrictions on the owner supporting the bank by providing additional capital in the period of credit risk increase, have been more exposed to default and more inclined to overestimate their good assets in their reports. The influence of RSD depreciation and the economic interrelation of clients represent an increase in the credit risk level.

Suggested Citation

  • Željko Jović, 2017. "Determinants Of Credit Risk – The Case Of Serbia," Economic Annals, Faculty of Economics and Business, University of Belgrade, vol. 62(212), pages 155-188, January -.
    • Handle: RePEc:beo:journl:v:62:y:2017:i:212:p:155-188
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    1. 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.
    2. Bernanke, Ben & Gertler, Mark & Gilchrist, Simon, 1996. "The Financial Accelerator and the Flight to Quality," The Review of Economics and Statistics, MIT Press, vol. 78(1), pages 1-15, February.
    3. Bengt Holmstrom & Jean Tirole, 1997. "Financial Intermediation, Loanable Funds, and The Real Sector," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(3), pages 663-691.
    4. Kiyotaki, Nobuhiro & Moore, John, 1997. "Credit Cycles," Journal of Political Economy, University of Chicago Press, vol. 105(2), pages 211-248, April.
    5. 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.
    6. DeYoung, Robert & Glennon, Dennis & Nigro, Peter, 2008. "Borrower-lender distance, credit scoring, and loan performance: Evidence from informational-opaque small business borrowers," Journal of Financial Intermediation, Elsevier, vol. 17(1), pages 113-143, January.
    7. Bernanke, Ben S. & Gertler, Mark & Gilchrist, Simon, 1999. "The financial accelerator in a quantitative business cycle framework," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 21, pages 1341-1393, Elsevier.
    8. 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.
    9. Douglas W. Diamond, 1984. "Financial Intermediation and Delegated Monitoring," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 51(3), pages 393-414.
    10. Bernanke, Ben & Gertler, Mark, 1989. "Agency Costs, Net Worth, and Business Fluctuations," American Economic Review, American Economic Association, vol. 79(1), pages 14-31, March.
    11. Miloš Božović & Branko Urošević & Boško Živković, 2009. "On The Spillover Of Exchangerate Risk Into Default Risk," Economic Annals, Faculty of Economics and Business, University of Belgrade, vol. 54(183), pages 32-55, October -.
    12. Mr. Reinout De Bock & Mr. Alexander Demyanets, 2012. "Bank Asset Quality in Emerging Markets: Determinants and Spillovers," IMF Working Papers 2012/071, International Monetary Fund.
    13. Festic, Mejra & Kavkler, Alenka & Repina, Sebastijan, 2011. "The macroeconomic sources of systemic risk in the banking sectors of five new EU member states," Journal of Banking & Finance, Elsevier, vol. 35(2), pages 310-322, February.
    14. Berger, Allen N, et al, 2004. "Bank Concentration and Competition: An Evolution in the Making," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 36(3), pages 433-451, June.
    15. 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.
    16. Townsend, Robert M., 1979. "Optimal contracts and competitive markets with costly state verification," Journal of Economic Theory, Elsevier, vol. 21(2), pages 265-293, October.
    17. Petersen, Mitchell A & Rajan, Raghuram G, 1994. "The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
    18. Chan, Yuk-Shee & Kanatas, George, 1985. "Asymmetric Valuations and the Role of Collateral in Loan Agreements," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 17(1), pages 84-95, February.
    19. 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.
    20. Jarrow, Robert A. & Turnbull, Stuart M., 2000. "The intersection of market and credit risk," Journal of Banking & Finance, Elsevier, vol. 24(1-2), pages 271-299, January.
    21. Ongena, Steven & Smith, David C., 2001. "The duration of bank relationships," Journal of Financial Economics, Elsevier, vol. 61(3), pages 449-475, September.
    22. 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.
    23. Bostjan Aver, 2008. "An Empirical Analysis of Credit Risk Factors of the Slovenian Banking System," Managing Global Transitions, University of Primorska, Faculty of Management Koper, vol. 6(3), pages 317-334.
    24. Eftychia Nikolaidou & Sofoklis Vogiazas, 2014. "Credit Risk Determinants for the Bulgarian Banking System," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 20(1), pages 87-102, February.
    25. Fofack, Hippolyte L., 2005. "Nonperforming loans in Sub-Saharan Africa : causal analysis and macroeconomic implications," Policy Research Working Paper Series 3769, The World Bank.
    26. 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.
    27. Pestova Anna & Mamonov Mikhail, 2013. "Macroeconomic and bank?specific determinants of credit risk: evidence from Russia," EERC Working Paper Series 13/10e, EERC Research Network, Russia and CIS.
    28. Allen N. Berger & Asli Demirgüč-Kunt & Joseph G. Haubrich & Ross Levine, 2004. "Introduction: Bank concentration and competition: an evolution in the making," Proceedings, Federal Reserve Bank of Cleveland, pages 433-451.
    29. Nir Klein, 2013. "Non-Performing Loans in CESEE: Determinants and Impact on Macroeconomic Performance," IMF Working Papers 2013/072, International Monetary Fund.
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    More about this item

    Keywords

    Credit Risk; NPL; Default; Systemic and Specific Determinants of Credit Risk; Business and Credit Cycle;
    All these keywords.

    JEL classification:

    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • E51 - Macroeconomics and Monetary Economics - - Monetary Policy, Central Banking, and the Supply of Money and Credit - - - Money Supply; Credit; Money Multipliers
    • G01 - Financial Economics - - General - - - Financial Crises
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages
    • G31 - Financial Economics - - Corporate Finance and Governance - - - Capital Budgeting; Fixed Investment and Inventory Studies

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