Macroeconomic determinants of non-performing loans: A quantile regression approach evidence from Vietnam's banking system

Authors

  • Chi Diem Ha Le Faculty of Banking, Banking University Ho Chi Minh City
  • Anh Hoang Le Institute for Research Science and Banking Technology, Banking University Ho Chi Minh City https://orcid.org/0000-0002-9670-2060

DOI:

https://doi.org/10.15549/jeecar.v10i5.1255

Keywords:

Non-performing loans, Quantile regression, Ordinary Least Squares, Macro factors

Abstract

This study investigates the impact of economic growth, inflation, money supply, and real interest rates on non-performing loans (NPLs) in the Vietnamese banking system. To achieve the research objective, we employ Ordinary Least Squares and Quantile regression methods to estimate models with data collected from the World Bank on the Vietnamese banking system for the period 2000-2020. The Ordinary Least Squares estimation results do not find a significant impact of economic growth on NPLs, but Quantile regression estimation results reveal that economic growth has a negative effect on NPLs for the lower quantile groups, with this effect being insignificant for the quantile groups above 0.3. Furthermore, the study's findings indicate that inflation and real interest rates have a negative impact on NPLs across most quantile groups, while the money supply has a negative impact on NPLs only in the medium quantiles (0.4 and 0.5) and high quantile groups (above 0.7). Additionally, we found a stable equilibrium between NPLs and economic growth, inflation, money supply, and real interest rates, with a positive long-term impact of economic growth, inflation, money supply, and real interest rates on NPLs. The research findings propose several policy implications for controlling NPLs in the Vietnamese banking system.

References

Ahmad, N. H., & Ariff, M. (2007). Multi-country study of bank credit risk determinants. International Journal of Banking and Finance (IJBF), 5(1), 35-52. https://doi.org/10.32890/ijbf2008.5.1.8362 DOI: https://doi.org/10.32890/ijbf2008.5.1.8362

Anh, T.T.T (2015). Applying the quantile regression method to analyze the wage gap in Vietnam. Thesis of Doctorate in Probability Theory and Mathematical Statistics.

Arham, N., Salisi, M. S., Mohammed, R. U., & Tuyon, J. (2020). Impact of macroeconomic cyclical indicators and country governance on bank non-performing loans in Emerging Asia. Eurasian Economic Review, 10, 707-726. https://doi.org/10.1007/s40822-020-00156-z DOI: https://doi.org/10.1007/s40822-020-00156-z

Ariff, M., & Marisetty, V. (2001). A New Approach to Modeling Multi-Country Risk Premium Using Panel Data Test Method. Proceedings of MFS Conference in Cyprus.

Aver, B. (2008). An empirical analysis of credit risk factors of the Slovenian banking system. Managing Global Transitions, 6(3), 317-334.

Barseghyan, L. (2010), Non-Performing Loans, Prospective Bailouts and Japan's Slowdown. Journal of Monetary Economics, 57(7), 873-890. https://doi.org/10.1016/j.jmoneco.2010.08.002 DOI: https://doi.org/10.1016/j.jmoneco.2010.08.002

Bofondi, M. and Ropele, T. (2011). Macroeconomic determinants of bad loans: evidence from Italian banks. Banca D’Italia, Occasional paper, 89, 1–40. http://dx.doi.org/10.2139/ssrn.1849872 DOI: https://doi.org/10.2139/ssrn.1849872

Bucur, I. A., & Dragomirescu, S. E. (2014). The influence of macroeconomic conditions on credit risk: Case of Romanian banking system. Studies and Scientific Research. Economics Edition (19). DOI: https://doi.org/10.29358/sceco.v0i19.250

Castro, V. (2013). Macroeconomic determinants of the credit risk in the banking system: the case of the GIPSI. Economic Modelling, 31, 672–683. https://doi.org/10.1016/j.econmod.2013.01.027 DOI: https://doi.org/10.1016/j.econmod.2013.01.027

Climent-Serrano, S., & Pavia, J. (2014). An analysis of loan default determinants: the Spanish case. Banks & banking systems, 9(4), 116-123.

Fang Chen (2014). Principles of quantile regression and an application. Language Testing, 31(1), 63 –87. https://doi.org/10.1177/026553221349362 DOI: https://doi.org/10.1177/0265532213493623

Foglia, M. (2022). Non-performing loans and macroeconomics factors: The Italian case. Risks, 10(1), 21. https://doi.org/10.3390/risks1001002 DOI: https://doi.org/10.3390/risks10010021

Gremi, E. (2013). Macroeconomic factors that affect the quality of lending in Albania. Research Journal of Finance and Accounting, 4(9), 50-57.

Gunsel, N. (2012). Micro and Macro determinants of bank fragility in North Cyprus economy. African Journal of Business Management, 3(6), 1323-1329. https://doi.org/10.5897/ajbm11.1055 DOI: https://doi.org/10.5897/AJBM11.1055

Kalirai, H., & Scheicher, M. (2002). Macroeconomic stress testing: preliminary evidence for Austria. Financial Stability Report, 3, 58-74.

Kashif, M., Iftikhar, S. F. and Iftikhar, K. (2016). Loan growth and bank solvency: evidence from the Pakistani banking sector. Financial Innovation, 2, 1–22. https://doi.org/10.1186/s40854-016-0043-8 DOI: https://doi.org/10.1186/s40854-016-0043-8

Klein, N. (2013). Non-performing loans in CESEE: Determinants and impact on macroeconomic performance. International Monetary Fund. DOI: https://doi.org/10.2139/ssrn.2247224

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, 1012-1027. https://doi.org/10.1016/j.jbankfin.2011.10.012 DOI: https://doi.org/10.1016/j.jbankfin.2011.10.012

Lubis, D. D., & Mulyana, B. (2021). The Macroeconomic Effects on Non-Performing Loan and its Implication on Allowance for Impairment Losses. Journal of Economics, Finance and Accounting Studies, 3(2), 13-22. https://doi.org/10.32996/jefas.2021.3.2.2 DOI: https://doi.org/10.32996/jefas.2021.3.2.2

Messai, A. S., & Gallali, M. I. (2019). Macroeconomic determinants of credit risk: a P-VAR approach evidence from Europe. International Journal of Monetary Economics and Finance, 12(1), 15-24. https://doi.org/10.1504/IJMEF.2019.098638 DOI: https://doi.org/10.1504/IJMEF.2019.098638

Mileris, R. (2012). The effects of macroeconomic conditions on loan portfolio credit risk and banking system interest income. Ekonomika, 91(3), 85-100. https://doi.org/10.15388/Ekon.2012.0.885 DOI: https://doi.org/10.15388/Ekon.2012.0.885

Monokroussos, P., Thomakos, D. and Alexopoulos, T. (2016). Explaining Non-Performing Loans in Greece: A Comparative Study on the Effects of Recession and Banking Practices. GreeSE Paper No.101.

Nkusu, M. M. (2011). Non-performing loans and macrofinancial vulnerabilities in advanced economies. International Monetary Fund. DOI: https://doi.org/10.2139/ssrn.1888904

Qian X. & Yang, Y. (2022). Supervisory independence and banks' non-performing loans: quasi-experimental evidence from China. Applied Economics, https://DOI:10.1080/00036846.2022.2084024 DOI: https://doi.org/10.1080/00036846.2022.2084024

Szarowska, I. (2018). Effect of macroeconomic determinants on non-performing loans in Central and Eastern European countries. International Journal of Monetary Economics and Finance, 11(1), 20-35. https://doi.org/10.1504/IJMEF.2018.090564 DOI: https://doi.org/10.1504/IJMEF.2018.090564

The Sai Gon Time online (2021). Bad debt burden affects the ability of economic recovery. https://thesaigontimes.vn/ganh-nang-no-xau-co-anh-huong-len-kha-nang-phuc-hoi-kinh-te/

Thiagarajan, S., Ayyappan, S., & Ramachandran, A. (2011). Credit risk determinants of public and private sector banks in India. European Journal of Economics, Finance and Administrative Sciences, 34(34), 147-153.

Van Greuning, H., & Bratanovic, S. B. (2020). Analyzing banking risk: a framework for assessing corporate governance and risk management. World Bank Publications. DOI: https://doi.org/10.1596/978-1-4648-1446-4

Vogiazas, S. D., & Nikolaidou, E. (2011). Investigating the determinants of non-performing loans in the Romanian banking system: An empirical study with reference to the Greek crisis. Economics Research International, 2011. https://doi.org/10.1155/2011/214689 DOI: https://doi.org/10.1155/2011/214689

Waemustafa, W., & Sukri, S. (2015). Bank specific and macroeconomics dynamic determinants of credit risk in Islamic banks and conventional banks. International Journal of Economics and Financial Issues, 5(2), 476-481. https://doi.org/10.6084/m9.figshare.4042992

Wang, A. T. (2018). A reexamination on the effect of bank competition on bank non-performing loans. Applied Economics, 50(57), 6165-6173. https://DOI:10.1080/00036846.2018.1489505 DOI: https://doi.org/10.1080/00036846.2018.1489505

Zeng, S. (2011). Bank Non-Performing Loans (NPLS): A Dynamic Model and Analysis in China. Modern Economy, 2, 100-110. https://doi.org/10.4236/me.2012.31014 DOI: https://doi.org/10.4236/me.2012.31014

Published

2023-09-02

How to Cite

Le, C. D. H., & Le, A. H. (2023). Macroeconomic determinants of non-performing loans: A quantile regression approach evidence from Vietnam’s banking system. Journal of Eastern European and Central Asian Research (JEECAR), 10(5). https://doi.org/10.15549/jeecar.v10i5.1255