Submit your papersSubmit Now
For Enquiries: [email protected]
IIARD LogoIIARD

Dynamic Effects of Credit Risk Indicators on the Financial Stability of Commercial Banks in Nigeria: An ARDL Bounds Test Analysis

Kingdom Nwuju, Sabinus Nnamdi Nwanneako, Ifeoma Better LekaraBayo, Raphael Tumini Pepple

Abstract

The profitability and stability of commercial banks in Nigeria are closely tied to how effectively they manage credit risk within an increasingly volatile financial environment. This study investigated the short-run and long-run effects of credit risk management indicators: Non- Performing Loan Ratio (NPLR), Loan Loss Provision (LLP), and Capital Adequacy Ratio (CAR), on the performance of Nigerian commercial banks, measured by Return on Assets (ROA). Secondary data were obtained from the audited financial statements of 20 commercial banks covering the period 2005 to 2024. Using the Autoregressive Distributed Lag (ARDL) model, supported by diagnostic and stability tests confirming model adequacy, the ARDL (4,3,0,0) results revealed that ROA(-1) (0.2717, p < 0.01) and ROA(-2) (0.6577, p < 0.01) had strong positive and significant effects, indicating persistence in bank profitability. In the short run, NPLR had a mixed but significant effect on ROA, with current NPLR (0.0010, p < 0.05) showing a mild positive influence, while its first lag (-0.0013, p < 0.01) exerted a negative effect, suggesting that increases in non-performing loans reduce profitability over time. LLP (0.0234, p > 0.05) and CAR (-0.0010, p > 0.05) were statistically insignificant, implying delayed effects on profitability. The ARDL bounds test produced an F-statistic of 7.463, which exceeded the upper critical bound of 4.66 at the % significance level, confirming a long-run cointegrating relationship among the variables. This finding indicates that credit risk management and bank profitability are interlinked over time, reinforcing the importance of maintaining prudent lending and risk control measures. The study concludes that effective management of non-performing loans and prudent provisioning policies are crucial to sustaining bank profitability and stability in Nigeria. It recommends that banks strengthen their loan recovery mechanisms, maintain adequate

Keywords

Credit Risk ManagementFinancial StabilityCommercial BanksARDL Bounds

References

Abiola, J., & Olaoye, O. (2023). Credit risk management and financial performance of deposit money banks in Nigeria. Journal of Banking and Finance Studies, 11(2), 45–59. Abonazel, M. R., Nwuju, K., Awwad, F. A., Lukman, A. F., Lekara-Bayo, I. B. & Atanu, E. Y. (2021). Long-run determinants of Nigerian inflation rate: ARDL bounds testing approach. WSEAS Transactions on Business and Economics, 18, 1370-1379. Adegbite, O., & Olayemi, T. (2021). Corporate governance and risk management practices in Nigerian deposit money banks. Journal of Banking and Finance Studies, 7(2), 45–60. Adegbite, T., & Olayemi, A. (2021). Corporate governance and credit risk management in Nigerian deposit money banks. African Journal of Business and Economic Research, 18(4), 112–128. Akinroluyo, B. I. (2023). Credit risk management and profitability of deposit money banks in Nigeria. International Journal of Business and Management Research, 4(3), 112–126. Akinroluyo, O. (2023). Non-performing loans and profitability of Nigerian commercial banks: Evidence from a dynamic panel analysis. Nigerian Journal of Financial Studies, 15(1), 55–70. Celestine, O., & Ayorinde, O. A. (2024). Bank reforms, credit management, and performance of deposit money banks in Nigeria. West African Journal of Management Sciences, 12(3), 88–102. Central Bank of Nigeria (CBN). (2021). Financial stability report: December 2020. Central Bank of Nigeria. Central Bank of Nigeria (CBN). (2024). Revised prudential guidelines and recapitalisation framework for Nigerian banks. Central Bank of Nigeria. Central Bank of Nigeria. (2021). Non-performing loans and profitability of Nigerian commercial banks. Abuja: Research and Statistics Department. Chikwem, U., Nwezeaku, N. C., Chris-Ejiogu, N., & Uzoamaka, V. (2022). Credit risk indicators and profitability of Nigerian commercial banks. Journal of Contemporary Economics and Finance, 9(2), 67–81. Eze, R., & Ogbuagu, C. (2022). Capital adequacy and financial resilience of Nigerian deposit money banks. Nigerian Journal of Economic Studies, 20(1), 77–93. Ibrahim, A., & Alabi, F. (2023). The effect of credit management practices on the performance of Nigerian commercial banks. International Journal of Innovative Science and Research Technology, 8(6), 1012–1021. Ibrahim, M., & Alabi, T. (2023). Collateral enforcement and credit risk exposure in Nigerian banks: Implications for financial performance. Journal of African Financial Research, 8(1), 41–56. Nwude, C. E., & Okeke, O. (2018). Capital adequacy, risk management, and bank performance in Nigeria: An empirical investigation. Journal of Accounting and Financial Management, 4(2), 25–39. Nwude, E. C., & Okeke, C. (2018). Impact of credit risk management on the performance of selected Nigerian banks. International Journal of Economics and Financial Issues, 8(2), 287–297. Ogunleye, T. (2022). Determinants of financial stability in Nigerian commercial banks: An ARDL approach. African Review of Economics and Finance, 14(3), 82–98. Okoye, L. U., Modebe, N. J., & Nwankwo, N. (2021). Non-performing loans and bank profitability: Evidence from Nigeria. International Journal of Financial Research, 12(5), 123–134. Okoye, L. U., Modebe, N. J., & Nwankwo, N. (2021). Non-performing loans and bank profitability: Evidence from Nigeria. International Journal of Financial Research, 12(5), 123–134. Olaoye, F. O., & Ojuolape, T. C. (2019). Credit risk disclosure compliance and bank performance in Nigeria: A case study of Zenith Bank PLC. Archives of Business Research, 7(8), 109–113. Olaoye, O., & Ojuolape, F. (2019). Credit appraisal practices and loan performance of Nigerian deposit money banks. International Journal of Economics and Business Research, 7(4), 93–108. Onyekachi, E., & Johnson, P. (2023). Assessing the dynamic nexus between credit risk and financial performance in Nigerian deposit money banks. Journal of African Financial Management, 9(4), 64–79. Oyasor, E. I. (2025). An empirical analysis of the impact of credit risk management on the financial performance of commercial banks in Nigeria. Ilomata International Journal of Tax and Accounting, 5(3), 830–843. Oyasor, K. (2025). Credit risk management and efficiency of Nigerian banks: A panel regression approach. Nigerian Journal of Financial Economics, 17(1), 101–120.* Rasheed, O. A., Olatunji, A., & Animasaun, R. O. (2025). Credit risk management and financial performance of listed deposit money banks in Nigeria. Journal of Banking and Business Research, 13(1), 33–47. Tomomewo, A. M., Falayi, K. A., & Uhuaba, C. I. (2023). Loan loss provisioning and bank profitability in Nigeria: Evidence from deposit money banks. Nigerian Journal of Accounting and Finance, 8(2), 72–85.