FORECASTING NPL OF COMMERCIAL BANKS IN UZBEKISTAN USING VAR MODEL
DOI:
https://doi.org/10.55439/EIT/vol12_iss6/604Keywords:
non-performing loans, NPL, VAR, GDP growthAbstract
This study examines the forecasting of non-performing loans (NPL) in Uzbekistan's banking sector by focusing on key macroeconomic indicators — GDP growth, interest rate, exchange rate, and inflation rate. I analyze monthly data from March 2020 to October 2024 by employing a Vector Autoregressive (VAR) model to capture the dynamic relationships between endogenous variables. The findings suggest that lagged GDP growth and interest rate have a significant positive association with the NPL rate, reflecting delayed effects of economic growth and borrowing costs on loan performance. The VAR model's predictive accuracy was validated against historical data, and future forecasts for the next six months were generated with a 60% prediction interval.
References
Reinhart, C. & Rogoff, K. (2010). From Financial Crash to Debt Crisis. NBER Working Paper 15795.
Rinaldi, L. & Sanchis-Arellano, A. (2006). Household Debt Sustainability: What Explains Household Non-performing Loans? An Empirical Analysis. ECB Working Paper No. 570.
Berge, T.O. & Boye, K.G. (2007). An analysis of bank’s problem loans. Norges Bank Economic Bulletin, 78, 65–76.
Espinoza, R. & Prasad, A. (2010). Nonperforming Loans in the GCC Banking System and their Macroeconomic Effects. IMF Working Paper 10/224.
Beck, R., Jakubik, P. & Piloiu, A. (2013). Non-performing loans: what matters in addition to the economic cycle? European Central Bank , Working Paper Series 1515.
Klein, N. (2013). Non-performing loans in CESEE: Determinants and impact on macroeconomic performances. IMF Working paper.
Hakobyan, A., & Hambardzumyan, A. (2023). Macroeconomic and bank-level factors impact on NPL ratio. Educational Administration: Theory and Practice, 29(3), 985–994. https://doi.org/10.53555/kuey.v29i3.4676.
Nkusu, M. (2011). Nonperforming Loans and Macrofinancial Vulnerabilities in Advanced Economies. IMF Working Paper 11/161.
Radivojević, N., & Jovović, J. (2017). "Examining of Determinants of Non-Performing Loans," Prague Economic Papers, Prague University of Economics and Business, vol. 2017(3), pages 300-316.
Kozarić, K., Žunić Dželihodžić, E. (2020). Effects of Macroeconomic Environment on Non-Performing Loans and Financial Stability: Case of Bosnia and Herzegovina. Journal of Central Banking Theory and Practice, pp. 5-17.
Isakov, O. (2024). Factors affecting non-performing loans: Empirical evidence from commercial banks in Uzbekistan. Journal of Economics and Financial Analysis, 8(2), 1–21. Retrieved from https://ojs.tripaledu.com/jefa/article/view/93/103.
















