Abstract
The chapter presents a thorough overview of the determinants of non-performing loans. A major claim in the literature is that the deregulation of the banking system over the past few decades has led to both increased bank competition and credit risk. There are two main streams in the literature that examine the determinants of bad loans: the first accepts the perspective that the macroeconomic environment influences credit risk; the second adopts the viewpoint that credit risk is affected by bank-specific factors. Recent empirical evidence highlights the importance of both macroeconomic and bank-related factors but also the significance of other influences related to the broader legal and regulatory environment, in explaining the evolution of credit risk.
This is a preview of subscription content, log in via an institution.
Buying options
Tax calculation will be finalised at checkout
Purchases are for personal use only
Learn about institutional subscriptionsReferences
Athanasoglou, P., Daniilidis, I., 2011. Procyclicality in the banking industry: causes, consequences, and response. Bank of Greece, Working Paper.
Angklomkliew, S., George, J., and Packer, F. (2009). Issues and developments in loan loss provisioning: The case of Asia. BIS Quarterly Review, 69–83.
Beck, R., Jakubik, P., Piloiu, A., 2013a. Non-Performing Loans: What Matters in Addition to the Economic Cycle? ECB Working Paper Series, 1515.
Belaid, F., 2014a. Loan quality determinants: evaluating the contribution of bank-specific variables, macroeconomic factors and firm level information. Graduate Institute of International and Development Studies. Working Paper No 04/2014.
Baltagi, B.H. (2001). Econometric analysis of panel data (2nd ed.), Chichester: John Wiley & Sons.
Bernanke, B., Gertler, M., Gilchrist, S., 1998. The Financial Accelerator in a Quantitative Business Cycle Framework. NBER Working Paper No. 6455.
Bernanke, B., Gertler M., 1989. Agency Costs, Net Worth, and Business Fluctuations. The American Economic Review 79(1), 14–31.
Barseghyan, L., 2010. Non-performing loans, prospective bailouts, and Japan’s slowdown. Journal of Monetary Economics, 57, 873–890.
Beck, R., Jakubik, P., Piloui, A., 2013b. Non-performing Loans What Matters in Addition to the Economic Cycle? European Central Bank Working Paper Series 1515.
Berg, Sigbjørn, Finn Førsund, and Eilev Jansen, 1992, “Malmquist Indices of Productivity Growth during the Deregulation of Norwegian Banking, 1980-89,” Scandinavian Journal of Economics 94, 211–228.
Berger, A.N., and De Young, R. (1997). Problem loans and cost efficiency in commercial banks. Journal of Banking & Finance, 21, 849–870.
Bikker, J.A., and Metzemakers, P., A., J. (2005). Bank provisioning behaviour and procyclicality. International Financial Markets, Institutions and Money, 15, 141–157.
Bolt, W. and Tieman, A.F., 2004. Banking Competition, Risk, and Regulation. The Scandinavian Journal of Economics, 106: 783–804.
Borio, C., Furfine, C., Lowe, P., 2001. Procyclicality of the financial system and financial stability: issues and policy options. BIS Papers No 1.
Boudriga, A. N., Taktak, B. and Jellouli, S. (2009a). Bank Specific, Business and Institutional Environment Determinants of Nonperforming Loans: Evidence from MENA Countries, ERF 16th Annual Conference, Cairo, 2009.
Boudriga, A. N., Taktak, B. and Jellouli, S. (2009b). Banking supervision and nonperforming loans: A cross-country analysis. Journal of Financial Economic Policy, 1 (4), 286–318.
Bunn, P., Redwood, V., 2003. Company Accounts Based Modelling of Business Failures and the Implications for Financial Stability. Bank of England Working Paper No 210.
Castro, V. (2013). Macroeconomic determinants of the credit risk in the banking system: The case of the GIPSI. Economic Modelling, 31, 672–683.
Calomiris, C., Klingebiel, D., and Laeven, L. (2004). A taxonomy of financial crisis resolution mechanisms: Cross-country experience. World Bank Policy Research Working Paper, No. 3379.
Cavallo, M., and Majnoni, G., (2001). Do banks provision for bad loans in good times? Empirical evidence and policy implications. Policy Research Working Paper World Bank., No. 2619.
Cingolani, M, 2013. Finance Capitalism: A Look at the European Financial Accounts. PANOECONOMICUS, 2013, 3, 249–290.
Climent-Serrano, S., Pavia, J., 2014. An analysis of loan default determinants: the Spanish case. Banks and Bank Systems 9(4).
Cotugno, M., Stefanelli, V. and Torluccio, G. (2010). Bank intermediation models and portfolio default rates: What’s the relation? Proceedings of 23rd Australasian Finance and Banking Conf. Sydney.
Cragg, J. G. (1983). More efficient estimation in the presence of heteroskedasticity of unknown form. Econometrica, 51 (3), 751–763.
De Bock, R., and Demyanets, Α. (2012). Bank asset quality in emerging markets: Determinants and spillovers. IMF Working Paper, no. 71.
Desmet, K., (2000). Accounting for the Mexican banking crisis. Emerging Markets Review, 1 (2), 165–181.
Djankov, S., McLiesh, C., Shleifer, A., 2007. Private credit in 129 countries. Journal of Financial Economics, 84 (2): 299–329.
Espinoza, R., and Prasad, A. 2010. Non-performing loans in their GCC banking system and their macroeconomic effects. IMF Working Paper, Middle East and Central Asia Department, no.224.
Fernandez de Lis, S., Martinez Pagés, J., and Saurina, J., 2000. Credit Growth, Problem Loans and Credit Risk Provisioning in Spain. Banco de Espana. Working Paper 18.
Gonzales-Hermosillo, B., 1999, June. Developing indicators to provide early warnings of banking crises. Financ. Dev. 1999, 36–39.
Godlewski, C.J., 2004. Bank capital and credit risk taking in emerging market economics. Journal of Banking Regulation, 6 (2): 128–145.
Glogowski, A. (2008). Macroeconomic determinants of Polish banks’ loan losses-results of a panel data study. National Bank of Poland, Working Paper no. 53.
Gup, B.E. and Kolari, J.W. (2005). Commercial banking: The management of risk, (3rd ed.), John Wiley and Sons Ltd.
Fofack, Hipollyte. 2005. “Non-Performing Loans in Sub-Saharan Africa: Causal Analysis and Macroeconomic Implications.” World Bank Policy Research Working Paper 3769.
Hansen, L.P. (1982). Large sample properties of generalized method of moments estimators. Econometrica, 50 (4), 1029–1054.
Hasan, I., and Wall, L.D. (2004). Determinants of the loan loss allowance: Some crosscountry comparisons. The Financial Review, 39 (1), 129–152.
Hughes, Joseph P., and Loretta J. Mester, 1993, “A Quality and Risk-Adjusted Cost Function for Banks: Evidence on the ‘Too-Big-To-Fail’ Doctrine,” The Journal of Productivity Analysis 4, 293–315.
Jakubík, P., and Reininger, T. (2013). Determinants of nonperforming loans in Central, Eastern and Southeastern Europe. Oesterreichische Nationalbank, Focus on European Economic integration, Q3/13, 48–66.
Jappelli, T., Pagano, M. 2002. Information sharing, lending and defaults: Cross-countries evidence. Journal of Banking & Finance, 26 (10), 2017–2045.
Jeong, S. and Jung, H., 2013. “Bank Wholesale Funding and Credit Procyclicality: Evidence from Korea. Panoeconomicus, Savez ekonomista Vojvodine, Novi Sad, Serbia, 60, 615–631.
Jimenez, G., Saurina, J., 2005. Credit cycles, credit-risk, and prudential regulation. Banco de España, January.
Keeton, W. R., and Morris, C. S. (1987). Why do banks’ loan losses differ? Federal Reserve Bank of Kansas City, Economic Review, May, 3–21.
Keeton, W., 1999. Does faster loan growth lead to higher loan losses? Federal Reserve Bank of Kansas City Economic Review, 2nd quarter 1999, 57–75.
King, R.G., Plosser, C.I., 1984. Money, Credit, and Prices in a Real Business Cycle. American Economic Review 74, 363–380.
Klein, N., 2013. Non-Performing Loans in CESEE: Determinants and Impact on Macroeconomic Performance. IMF Working Paper, WP/13/72.
La Porta, R., Lopez de Silanes, F., Shleifer, A. and Vishny, R., 1998. Law and Finance. Journal of Political Economy, 106 (6): 1113–1155.
Lawrence, E. C., 1995. Consumer Default and the Life Cycle Model. Journal of Money Credit and Banking. 27, 939–954.
Louzis, D., Vouldis, A., Metaxas, V., 2012. Macroeconomic and bank-specific determinants of NPLs in Greece: A comparative study of mortgage, business and consumer loan portfolios. Journal of Banking and Finance 36, 1012–1027.
Macit, F., 2012. What determines the non-performing loans ratio: evidence from Turkish commercial banks. Cent. Econ. Anal. J. Econ. 13, 33–39.
Makri, V., 2015. What Triggers Loan Losses? An Empirical Investigation of Greek Financial Sector. SPOUDAI Journal of Economics and Business 65, 119–143.
Makri, V., Tsagkanos, A., Bellas A., 2014. Determinants of Non-Performing Loans: The case of Eurozone. PANOECONOMICUS 2, 193–206.
Melecky, M., Podpiera, A., 2010. Macroprudential Stress-testing Practices of Central Banks in Central and Southern Eastern Europe: An Overview and Challenges Ahead. Policy Research Working Paper, World Bank
Michael Manove, A., Padilla, J. and Pagano, M., 2001. Collateral versus Project Screening: A Model of Lazy Banks. The RAND Journal of Economics 32, 726–744.
Messai, A., Jouini, F., 2013. Micro and macro determinants of non-performing loans. Int. J. Econ. Financ. Issues 3, 852–860.
Milne, A, 2014. Distance to default and the financial crisis. Journal of Journal of Financial Stability 12, 26–36
Ninimaki, J.P. (2012). Hidden loan losses, moral hazard and financial crises. Journal of Financial Stability, 8 (1): 1–14.
Nkusu, M. (2011). Nonperforming loans and macrofinancial vulnerabilities in advanced economies. IMF Working Paper 11/161.
Panopoulou, M., 2005. Technological Change and Corporate Strategy in the Greek Banking Industry, Athens: KEPE
Perotti, R., (1996). Fiscal consolidation in Europe: Composition matters. American Economic Review, 86 (2):105–110.
Pesaran, H., Schuermann, T., Treutler, M., Weiner S., 2006. Macroeconomic Dynamics and Credit Risk: A Global Perspective. Journal of Money, Credit and Banking 38(5), 1211–1261.
Pesola, J., 2005. Banking fragility and distress: An econometric study of macroeconomic determinants. Bank of Finland Papers, No13/2005.
Rajan R., 1994. Why Bank Credit Policies Fluctuate: A Theory and Some Evidence. The Quarterly Journal of Economics 109, 399–441.
Rajan, R., Dahl, S.C., 2003. Non-performing Loans and Terms of Credit of Public Sector Banks in India: An Empirical Assesment. Reserve Bank of India. Occasional Papers 24(3).
Rinaldi L. and Sanchis-Arellano A., 2006a. Household Debt Sustainability: What explains Household Non-performing Loans? An Empirical Analysis. ECB Working Paper.
Quagliariello, M. (2007). Banks’ riskiness over the business cycle: A panel analysis on Italian intermediaries. Applied Financial Economics, 17, 119–138.
Reinhart, C.M., and Rogoff, K. (2010). From financial crash to debt crisis. NBER Working Paper Series, No. 15795.
Salas, V., and Saurina, J. (2002). Credit risk in two institutional regimes: Spanish commercial and savings banks. Journal of Financial Services Research, 22 (3), 203–224.
Samad, A., (2012). Credit risk determinants of bank failure: Evidence from US bank failure. International Business Research, 5 (9), 10–15.
Saunders, A. and Cornet, M.M., (2008). Financial institutions Management, A Risk Management Approach (6th edition), McGraw-Hill Irwin.
Sinkey Jr., J. F., and Greenawalt, M. B. (1991). Loan-loss experience and risk-taking behaviour at large commercial banks. Journal of Financial Services Research, 5, 43–59.
Skarica, B., 2014. Determinants of non-performing loans in Central and Eastern European countries. Financ. Theory Prac. 38, 37–59.
Stern, G., Feldman, R., 2004. Too Big to Fail: The Hazards of Bank Bailouts. The Brookings Institution, Washington, DC.
Zeng, S., 2012. Bank non-performing loans (NPLs): a dynamic model and analysis in China. Mod. Econ. 3, 100–110.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2017 The Hellenic Bank Association
About this chapter
Cite this chapter
Nikolopoulos, K.I., Tsalas, A.I. (2017). Non-performing Loans: A Review of the Literature and the International Experience. In: Monokroussos, P., Gortsos, C. (eds) Non-Performing Loans and Resolving Private Sector Insolvency. Palgrave Macmillan Studies in Banking and Financial Institutions. Palgrave Macmillan, Cham. https://doi.org/10.1007/978-3-319-50313-4_3
Download citation
DOI: https://doi.org/10.1007/978-3-319-50313-4_3
Published:
Publisher Name: Palgrave Macmillan, Cham
Print ISBN: 978-3-319-50312-7
Online ISBN: 978-3-319-50313-4
eBook Packages: Economics and FinanceEconomics and Finance (R0)