The Determinants of NPLs in Emerging Europe, 2000-2011

Didar ERDİNÇ, Eda ABAZİ

Abstract


The emerging Europe has been hardest hit by the surge in the non-performing loans (NPLs) in the aftermath of the global financial turbulence and the crisis-induced recession. The surge in the NPLs generated a severe banking distress, and left a legacy of a debt overhang that dramatically constrained bank lending and served as a drag on economic growth in the post-crisis period. We quantitatively study the determinants of loan losses in static and dynamic panel models with a focus on the linkages between the macro-financial vulnerabilities and a wide range of bank specific variables in 20 emerging European countries during 2000-2011. Our results indicate that the NPL dynamics have been particularly sensitive to real GDP growth, and inflation, while bank profitability as a proxy for management quality plays a significant role in constraining loan defaults. By contrast, higher lending rates may lead to adverse selection problems, and hence reduces loan quality. There is also some weak evidence that rapid credit growth as a measure of excessive risk taking in lending serves as a precursor to worsening loan portfolio quality. We observe, based on a unique data set, that banks in the region increasingly employ advanced risk management regimes (Internal Rating Based, IRB) with the potential to better monitor and evaluate loan quality and hence, rein on problem loans.

Full Text:


References


Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. Review of Economic Studies 58, 277–297.

Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error component models. Journal of Econometrics, 68, 29–51.

Babouček, I., & Jančar, M. (2005). Effects of Macroeconomic Shocks to the Quality of the Aggregate Loan Portfolio. Czech NationalBank, Working Paper Series, No. 1. pp. 1–62.

Babihuga, R. (2007). Macroeconomic and Financial Soundness Indicators: An Empirical Investigation. Washington, DC: IMF. Bank for International Settlements, Basel, Switzerland.

Berger, A., & DeYoung, R. (1997). Problem loans and cost efficiency in commercial banks. Journal of Banking and Finance, 21,849–870.

Blundell, R. & Bond, S. (2000). GMM Estimation with persistent panel data: an application to production functions, Econometric Reviews, 19(3), 321-340.

Bofondi, M., & Ropele, T. (2011). Macroeconomic determinants of bad loans: evidence from Italian banks, Questioni di Economia eFinanza, Bank of Italy Occasional Papers No. 89.

Boyd, J., Levine, R., & Smith, B. (2001). The impact of inflation on financial market performance. Journal of Monetary Economics, 47, 221–248.

Brown, M., & Lane, P. R. (2011). “Debt Overhang in Emerging Europe?”, Policy Research Working Paper, No. 5784, World Bank, August

Dash, M. K., & Kabra, G. (2010). The determinants of nonperforming assets in Indian Commercial Banks: An econometric study. Middle Eastern Finance and Economics, 7, 93–106.

Demirguc-Kunt, A., & Detragiache, E. (2009). Basel core principles and bank soundness : does compliance matter?, Policy Research Working Paper Series 5129, The World Bank.

Espinoza, R., & Prasad, A. (2010). Nonperforming loans in the GCC banking systems and their macroeconomic effects. IMF Working Paper 10/224.

European Banking Coordination “Vienna” Initiative, (2012). Working Group on NPLs in Central, East and Southeast Europe, European Central Bank, March

Fofack, H. (2005). Non-performing loans in Sub-Saharan Africa: Causal analysis and macroeconomic implications, Policy Research Working Paper, No. 3769, World Bank, Washington

Jappelli, T., Pagano, M., & Marco, M. (2008). Households’ Indebtedness and Financial Fragility”, CSEF Working Paper 208, Naples: Center for Studies of Economics and Finance

Keeton, W., & Morris, C. S. (1987). Why Do Banks’ Loan Losses Differ?, Federal Reserve Bank of Kansas City, Economic Review, May, pp. 3-21.

Louzis, D.P., Vouldis, A.T., & Metaxas, V. L. (2011). 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, 36, 1012–1027.

Nkusu, M. (2011). Nonperforming Loans and Macro-financial Vulnerabilities in Advanced Economies, IMF Working Paper, No 11/161.

Pesola, J. (2001). The Role of Macroeconomic Shocks in Banking Crises, Bank of Finland Discussion Papers, no. 6, Helsinki.

Pesola J. (2007). Financial fragility, macroeconomic shocks and banks’ loan losses: evidence from Europe. Bank of Finland Discussion Papers, n. 15, Helsinki.

Pesola. J. (2010). Joint effect of financial fragility and macroeconomic shocks on bank loan losses: Evidence from Europe, Journal of Banking and Finance, 35, 3134-3144.

Podpiera, R. (2004). Does Compliance with Basel Core Principles Bring Any Measurable Benefits?, IMF Working Paper, No 04/204.

Podpiera, J., & Weill, L. (2008). Bad luck or bad management? Emerging banking market experience, Journal of Financial Stability, 4, 135–148.

Quagliariello, M. (2007). Banks’ riskiness over the business cycle: a panel analysis on Italian intermediaries, Applied Financial Economics, 17, 119–138.

Roodman, D. (2005). Xtabond2: Stata Module To Extend Xtabond Dynamic Panel Data Estimator, Statistical Software Components. Boston College Department of Economics.

Roodman, D. (2006). How to do Xtabond2: An Introduction to Difference and System GMM in Stata, Institute for International Economics. Center for Global Development Working Paper.

Roodman, D. (2008). A note on the theme of too many instruments, Working Paper No. 125. Center for Global Development, Washington.

Salas, V., & Saurina, J. (2002). Credit risk in two institutional regimes: Spanish commercial and savings banks, Journal of Financial Services Research, 22, 203–224.

Schwaiger, M. (2003). Basel II - Auswirkungen auf den Mittelstand. Bruckner B., Schmoll A. und Stickler R. (Hrsg.): Basel II - Konsequenzen für das Kreditrisikomanagement. Manz-Verlag, Wien.

Stein, R. M. (2005). The relationship between default prediction and lending profits: Integrating ROC analysis and loan pricing, Journal of Banking and Finance 29, 1213-36.

Sundararajan, V., Marston, D., & Basu, R. (2001). Financial system standards and financial stability—The case of Basel Core Principles. IMF Working Paper, No 01/62.




DOI: http://dx.doi.org/10.1453/jepe.v1i2.59

Refbacks

  • There are currently no refbacks.




.......................................................................................................................................................................................................................................................................................................................................

Journal of Economics and Political Economy - J. Econ. Pol. Econ. - JEPE - www.kspjournals.org

ISSN: 2148-8347

Editor: [email protected]   Secretarial: [email protected]   Istanbul - Turkey.

Copyright © KSP Library