Determinants of non-performing loans in conventional and Islamic banks: Emerging market evidence

Md. Feroz Khan (1) Md. Sumon Ali (2) Md. Naiem Hossain (3) Mithun Bairagi (4)
(1) Islamic University, Bangladesh
(2) Islamic University, Bangladesh
(3) Islamic University, Bangladesh
(4) Islamic University, Bangladesh


This study examines the determinants of non-performing loans (NPLs) among macroeconomic and bank-specific factors for the Islamic and conventional banking sectors in Bangladesh. We implement a dynamic panel data model with a two-stage system GMM for the period 2010-2021. Among the bank-specific factors, this study finds that return on assets, return on equity, bank size, and inefficiency help to reduce NPLs. In contrast, gross loan growth, leverage, and capital adequacy ratios contribute to increasing NPLs. Among macroeconomic determinants, inflation, and GDP growth have a significant negative impact on NPLs. Moreover, unemployment and exchange rates are also found to be significant determinants of NPLs. At the bank level, growth in gross loans reduces NPLs in Islamic banks, while the opposite is true for conventional banks. Our findings have significant implications for depositors and regulators in making appropriate decisions.

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Akhter, N. (2023). Determinants of commercial bank's non-performing loans in Bangladesh: An empirical evidence. Cogent Eco-nomics & Finance, 11(1), 2194128.

Akter, R., & Roy, J. K. (2017). The impacts of non-performing loan on profitability: An empirical study on banking sector of Dhaka stock exchange. International Journal of Economics and Finance, 9(3), 126-132.

Alhassan, A. L., Kyereboah-Coleman, A., & Andoh, C. (2014). Asset quality in a crisis period: An empirical examination of Ghanaian banks. Review of Development Finance, 4(1), 50-62.

Amin, A. S., Imam, M. O., & Malik, M. (2019). Regulations, governance, and resolution of non-performing loan: Evidence from an emerging economy. Emerging Markets Finance and Trade, 55(10), 2275-2297.

Arellano, M., & Bond, S. (1991). Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. The Review of Economic Studies, 58(2), 277-297.

Arellano, M., & Bover, O. (1995). Another look at the instrumental variable estimation of error-components models. Journal of Econometrics, 68(1), 29-51.

Badar, M., Javid, A. Y., & Zulfiquar, S. (2013). Impact of macroeconomic forces on nonperforming loans: An empirical study of commercial banks in Pakistan. WSEAS Transactions on Business and Economics, 10(1), 40-48.

Beck, R., Jakubik, P., & Piloiu, A. (2013). Non-performing loans: What matters in addition to the economic cycle? ECB Working Paper No. 1515.

Becker, B., & Ivashina, V. (2014). Cyclicality of credit supply: Firm level evidence. Journal of Monetary Economics, 62, 76-93.

Berger, A. N., & DeYoung, R. (1997). Problem loans and cost efficiency in commercial banks. Journal of Banking & Finance, 21(6), 849-870.

Blundell, R., & Bond, S. (1998). Initial conditions and moment restrictions in dynamic panel data models. Journal of Econometrics, 87(1), 115-143.

Boudriga, A., Taktak, N. B., & Jellouli, S. (2010, September). Bank specific, business and institutional environment determinants of banks nonperforming loans: evidence from mena countries. In Economic Research Forum, Working Paper (Vol. 547, pp. 1-28).

Castro, V. (2013). Macroeconomic determinants of the credit risk in the banking system: The case of the GIPSI. Economic Modelling, 31, 672-683.

Chaibi, H., & Ftiti, Z. (2015). Credit risk determinants: Evidence from a cross-country study. Research in International Business and Finance, 33, 1-16.

Dash, M. K., & Kabra, G. (2010). The determinants of non-performing assets in Indian commercial bank: An econometric study. Middle Eastern Finance and Economics, 7(2), 94-106.

Demirgüç-Kunt, A., & Huizinga, H. (1999). Determinants of commercial bank interest margins and profitability: Some international evidence. The World Bank Economic Review, 13(2), 379-408.

Dimitrios, A., Helen, L., & Mike, T. (2016). Determinants of non-performing loans: Evidence from Euro-area countries. Finance Research Letters, 18, 116-119.

Dumitrescu, E. I., & Hurlin, C. (2012). Testing for Granger non-causality in heterogeneous panels. Economic Modeling, 29(4), 1450-1460.

Ekanayake, E. M. N. N., & Azeez, A. A. (2015). Determinants of non-performing loans in licensed commercial banks: Evidence from Sri Lanka. Asian Economic and Financial Review, 5(6), 868.

Erdinc, D., & Abazi, E. (2014). The determinants of NPLs in emerging Europe, 2000-2011. Journal of Economics and Political Economy, 1(2), 112-125.

Festiæ, M., & Repina, S. (2009). Financial stability in the Baltics. Czech Journal of Economics and Finance (Finance a uver), 59(6), 554-576.

Ghosh, R., Sen, K. K., & Riva, F. (2020). Behavioral determinants of nonperforming loans in Bangladesh. Asian Journal of Accounting Research, 5(2), 327-340.

Harris, M. N., & Mátyás, L. (2004). A comparative analysis of different IV and GMM estimators of dynamic panel data models. International Statistical Review, 72(3), 397-408.

Hasan, M. B., & Hossain, M. N. (2022). Green finance and sustainable development: A case of the Bangladesh economy. In Handbook of Research on Big Data, Green Growth, and Technology Disruption in Asian Companies and Societies (pp. 58-81). IGI Global.

Hasan, M. B., Hassan, M. K., Rashid, M. M., Ali, M. S., & Hossain, M. N. (2022). Calendar anomalies in the stock markets: con-ventional vs Islamic stock indices. Managerial Finance, 48(2), 258-276.

Hasan, M. B., Wahid, A. N., Amin, M. R., & Hossain, M. D. (2023). Dynamics between ownership structure and dividend policy: evidence from Bangladesh. International Journal of Emerging Markets, 18(3), 588-606.

Hausman, J. A. (1978). Specification tests in econometrics. Econometrica: Journal of the Econometric Society, 1251-1271.

Hosen, M., Broni, M. Y., & Uddin, M. N. (2020). What bank specific and macroeconomic elements influence non-performing loans in Bangladesh? Evidence from conventional and Islamic banks. Green Finance, 2(2), 212-226.

Kjosevski, J., & Petkovski, M. (2017). Non-performing loans in Baltic States: determinants and macroeconomic effects. Baltic Journal of Economics, 17(1), 25-44.

Kjosevski, J., & Petkovski, M. (2020). Macroeconomic and bank-specific determinants of non-performing loans: The case of Baltic states. Empirica, 1-20.

Kjosevski, J., Petkovski, M., & Naumovska, E. (2016). The stability of long-run money demand in western Balkan countries: An empirical panel investigation. The South East European Journal of Economics and Business, 11(2), 61-70.

Klein, N. (2013). Non-performing loans in CESEE: Determinants and impact on macroeconomic performance. International Monetary Fund.

Koju, L., Koju, R., & Wang, S. (2018). Macroeconomic and bank-specific determinants of non-performing loans: evidence from Nepalese banking system. Journal of Central Banking Theory and Practice, 7(3), 111-138.

Lafuente, E., Vaillant, Y., & Vendrell-Herrero, F. (2019). Conformance and performance roles of bank boards: The connection be-tween non-performing loans and non-performing directorships. European Management Journal, 37(5), 664-673.

Louzis, D. P., Vouldis, A. T., & Metaxas, V. 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, 36(4), 1012-1027.

Makri, V., Tsagkanos, A., & Bellas, A. (2014). Determinants of non-performing loans: The case of Eurozone. Panoeconomicus, 61(2), 193-206.

Messai, A. S., & Jouini, F. (2013). Micro and macro determinants of non-performing loans. International Journal of Economics and Financial Issues, 3(4), 852.

Muhammad, R., Suluki, A., & Nugraheni, P. (2020). Internal factors and non-performing financing in Indonesian Islamic rural banks. Cogent Business & Management, 7(1), 1823583.

Parmankulova, I., Issakhova, P., Zhanabayeva, Z., Faizulayev, A., & Orazymbetova, K. (2022). The drivers of financial vulnerability and profitability: evidence from conventional and Islamic banks in Islamic finance-oriented countries. Journal of Islamic Ac-counting and Business Research, 13(6), 902-919.

Rajha, K. S. (2016). Determinants of non-performing loans: Evidence from the Jordanian banking sector. Journal of Finance and Bank Management, 4(1), 125-136.

Reinhart, C., Rogoff, K., 2010. From Financial Crash to Debt Crisis. NBER Working Paper 15795.

Rifat, A. M. (2016). An analytical study of determinants of non-performing loans: Evidence from non-bank financial institutions (NBFIs) of Bangladesh. Journal of Business and Technology (Dhaka), 55-67.

Saba, I., Kouser, R., & Azeem, M. (2012). Determinants of non-performing loans: Case of US banking sector. The Romanian Economic Journal, 44(6), 125-136.

Siddikee, M. J. A., Parvin, S., & Hossain, M. S. (2013). Banking scenarios in Bangladesh. Bangladesh Research Publication Journal, 8(1), 89-95.

Vithessonthi, C. (2016). Deflation, bank credit growth, and non-performing loans: Evidence from Japan. International Review of Financial Analysis, 45, 295-305.

Wood, A., & Skinner, N. (2018). Determinants of non-performing loans: evidence from commercial banks in Barbados. The Business & Management Review, 9(3), 44-64.

World Bank (2019). World Bank Development Indicators, available at:

Zheng, C., Bhowmik, P. K., & Sarker, N. (2020). Industry-specific and macroeconomic determinants of non-performing loans: a comparative analysis of ARDL and VECM. Sustainability, 12(1), 325.


Md. Feroz Khan
Md. Sumon Ali
Md. Naiem Hossain (Primary Contact)
Mithun Bairagi
Khan, M. F., Ali, M. S., Hossain, M. N., & Bairagi, M. (2023). Determinants of non-performing loans in conventional and Islamic banks: Emerging market evidence. Modern Finance, 1(1), 56–69.

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