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The Comparative Analysis of Credit Risk Determinants In the Banking Sector of the Baltic States

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  • Grigori Fainstein

    (Tallinn University of Technology, ESTONIA)

  • Igor Novikov

    (Tallinn University of Technology, ESTONIA)

Abstract

A vector error correction model is applied to empirically investigate and compare the influence of macroeconomic and real estate market variables on the level of non-performing loans in the three Baltic States. A secondary goal is to analyze the effect of constant loan portfolio growth on the level of non-performing loans in the related countries. The research indicates that the most significant reason for the growth of non-performing loans was caused by the changes in the real GDP in all the three Baltic States. The increasing influence of rapid loan portfolio growth proves the assumption that banks underestimated the changes in the macroeconomic variables during the analyzed periods, especially in Latvia. Rapid growth of the real estate market played an important role in Latvia and Lithuania, but it was not as crucial as it has been previously assumed in Estonia.

Suggested Citation

  • 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.
    • Handle: RePEc:bap:journl:110302
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    1. Venus Khim-Sen Liew, 2004. "Which Lag Length Selection Criteria Should We Employ?," Economics Bulletin, AccessEcon, vol. 3(33), pages 1-9.
    2. 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.
    3. Mr. Burkhard Drees & Ceyla Pazarbasioglu, 1995. "The Nordic Banking Crises: Pitfalls in Financial Liberalization?," IMF Working Papers 1995/061, International Monetary Fund.
    4. 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.
    5. repec:zbw:bofrdp:2007_015 is not listed on IDEAS
    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. 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.
    14. 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.
    15. 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.
    16. 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.
    17. 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.
    18. Pesaran, H. Hashem & Shin, Yongcheol, 1998. "Generalized impulse response analysis in linear multivariate models," Economics Letters, Elsevier, vol. 58(1), pages 17-29, January.
    19. Davis, E. Philip, 1995. "Debt, Financial Fragility, and Systemic Risk," OUP Catalogue, Oxford University Press, number 9780198233312.
    20. repec:zbw:bofrdp:2005_013 is not listed on IDEAS
    21. 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.
    22. 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.
    23. Hyman P. Minsky, 1992. "The Financial Instability Hypothesis," Economics Working Paper Archive wp_74, Levy Economics Institute.
    24. Peter Winker, 2000. "Optimized Multivariate Lag Structure Selection," Computational Economics, Springer;Society for Computational Economics, vol. 16(1/2), pages 87-103, October.
    25. repec:zbw:bofrdp:2001_006 is not listed on IDEAS
    26. 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.
    27. Johansen, Soren, 1991. "Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models," Econometrica, Econometric Society, vol. 59(6), pages 1551-1580, November.
    Full references (including those not matched with items on IDEAS)

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    Cited by:

    1. 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.
    2. 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 -.
    3. Olayinka Akinlo & Mofoluwaso Emmanuel, 2014. "Determinants Of Non-Performing Loans In Nigeria," Accounting & Taxation, The Institute for Business and Finance Research, vol. 6(2), pages 21-28.
    4. 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.
    5. Shakeel Ahmed & M. Ejaz Majeed & Eleftherios Thalassinos & Yannis Thalassinos, 2021. "The Impact of Bank Specific and Macro-Economic Factors on Non-Performing Loans in the Banking Sector: Evidence from an Emerging Economy," JRFM, MDPI, vol. 14(5), pages 1-14, May.
    6. Segun Thompson Bolarinwa & Richard Olaolu Olayeni & Xuan Vinh Vo, 2021. "Is there a nonlinear relationship between nonperforming loans and bank profitability? Evidence from dynamic panel threshold," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 42(3), pages 649-661, April.
    7. Muhammad Waqas & Nudrat Fatima & Aryan Khan & Muhammad Arif, 2017. "Determinants of Non-performing Loans: A Comparative Study of Pakistan, India, and Bangladesh," International Journal of Finance & Banking Studies, Center for the Strategic Studies in Business and Finance, vol. 6(1), pages 51-68, January.
    8. Ekaterina V. Orlova, 2021. "Methodology and Models for Individuals’ Creditworthiness Management Using Digital Footprint Data and Machine Learning Methods," Mathematics, MDPI, vol. 9(15), pages 1-28, August.
    9. Negar Jalilian & Seyed Mahmoud Zanjirchi & Alireza Naser Sadrabadi & Ahmadreza Asgharpourmasouleh & Mark Goh, 2021. "Agent-Based Approach to Configure Processes in Iran’s Banking Service Supply Chain," Sustainability, MDPI, vol. 13(14), pages 1-23, July.
    10. Albulena Shala & Valentin Toçi & Arben Mustafa, 2022. "Macroeconomic, Structural, and Bank-specific Determinants of Non-performing Loans in Central and Eastern Europe," Journal of Economics / Ekonomicky casopis, Institute of Economic Research, Slovak Academy of Sciences, vol. 70(5), pages 411-429, May.
    11. 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.
    12. Petr Jakubík & Thomas Reininger, 2013. "Determinants of Nonperforming Loans in Central, Eastern and Southeastern Europe," Focus on European Economic Integration, Oesterreichische Nationalbank (Austrian Central Bank), issue 3, pages 48-66.
    13. Jordan Kjosevski & Mihail Petkovski, 2021. "Macroeconomic and bank-specific determinants of non-performing loans: the case of baltic states," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 48(4), pages 1009-1028, November.
    14. Michael Adusei & Ngozi Adeleye & Beatrice Sarpong‐Danquah, 2022. "Legal cost of contract enforcement and nonperforming loans: Is credit information sharing relevant?," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(6), pages 2501-2514, September.
    15. Mustafa Tevfik Kartal & Derviş Kirikkaleli & Fatih Ayhan, 2023. "Nexus between non‐performing loans and economic growth in emerging countries: Evidence from Turkey with wavelet coherence approach," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(2), pages 1250-1260, April.
    16. Sanatkhani , Mahboobeh & Bazzazan , Fatemeh, 2021. "Stress Testing of Credit Risk in Iran’s Banking System," Journal of Money and Economy, Monetary and Banking Research Institute, Central Bank of the Islamic Republic of Iran, vol. 16(1), pages 93-114, March.
    17. Svetozar Tanasković & Maja Jandrić, 2015. "Macroeconomic and Institutional Determinants of Non-performing Loans," Journal of Central Banking Theory and Practice, Central bank of Montenegro, vol. 4(1), pages 47-62.

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    More about this item

    Keywords

    Non-performing loans; Banking system; Credit risk determinants; Vector error correction model;
    All these keywords.

    JEL classification:

    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • 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
    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Micro Finance Institutions; Mortgages

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