Does governance affect non-performing loans? Empirical evidence of Indonesian banks
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DOIhttp://dx.doi.org/10.21511/bbs.19(4).2024.05
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Article InfoVolume 19 2024, Issue #4, pp. 58-69
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Creative Commons Attribution 4.0 International License
This paper examines how good corporate governance (GCG) affects Indonesian banks’ non-performing loans (NPLs) and its relevance to the current banking sector situation in Indonesia. The research findings provide a comprehensive understanding of the effect of bank-specific factors on NPLs, offering timely and important insights for the banking industry. This quantitative study focuses on commercial banks listed on the Indonesian Stock Exchange in 2021. The observation period spans four years (2018–2021), utilizing 216-unit panel data from 54 banks for analysis. Documentation was used for data collection, and panel data multiple regression analysis was employed as the data analysis technique. The findings indicate that increased board of directors’ meetings are associated with higher NPLs, while having independent board commissioners correlates with lower NPLs. The p-value of the board of director meetings is 0.027, and the coefficient is 0.005037. The p-value of the board of independent board commissioners is 0.017, and the coefficient is –0.00109. Effective GCG implementation is crucial in maintaining credit quality and reducing NPL levels. The p-value of the GCG score is 0.043, and the coefficient is –0.42985. However, the frequency of Board of Commissioners’ meetings does not significantly affect NPLs. The study also shows that the Loan Deposit Ratio (LDR) and bank size negatively and significantly impact NPLs. In contrast, Return on Equity (ROE) and leverage do not significantly affect NPL levels in Indonesian banks. This study provides empirical evidence that underscores the importance of robust GCG, especially during the challenging business conditions triggered by the pandemic.
Acknowledgments
This study received funding from LPPM UNNES, contract number 12.12.4/UN37/PPK.10/2023.
- Keywords
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JEL Classification (Paper profile tab)G21, G34, M41
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References35
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Tables6
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Figures4
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- Figure 1. NPLs of Indonesian banks in 2018–2021
- Figure 2. Corporate governance indicators of Indonesian banks in 2018–2021
- Figure 3. Bank-specific determinant indicators of Indonesian banks in 2018–2021
- Figure 4. Growth of assets of Indonesian banks in 2018–2021
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- Table 1. Research variable descriptive statistics
- Table 2. Matrix correlation
- Table 3. Correlation test results
- Table 4. Model fit test result
- Table 5. Results of regression analysis with fixed model effects
- Table A1. List of the banks
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- Abid, L., Ouertani, M. N., & Zouari-Ghorbel, S. (2014). Macroeconomic and Bank-specific Determinants of Household’s Non-Performing Loans in Tunisia: A Dynamic Panel Data. Procedia Economics and Finance, 13, 58-68.
- Akhter, N. (2023). Determinants of commercial bank’s non-performing loans in Bangladesh: An empirical evidence. Cogent Economics and Finance, 11(1), 1-20.
- Alnabulsi, K., Kozarević, E., & Hakimi, A. (2022). Assessing the determinants of non-performing loans under financial crisis and health crisis: evidence from the MENA banks. Cogent Economics and Finance, 10(1), 1-24.
- Apergis, N. (2022). Convergence in non-performing loans across EU banks: The role of COVID-19. Cogent Economics and Finance, 10(1), 1-9.
- Bayar, Y. (2019). Macroeconomic, institutional, and bank-specific determinants of non-performing loans in emerging market economies: A dynamic panel regression analysis. Journal of Central Banking Theory and Practice, 8(3), 95-110.
- Bukowski, S. I., & Kosztowniak, A. M. (2022). The determinants of non-performing loans in the Polish banking sector – the household loans portfolio. WSEAS Transactions on Business and Economics, 19, 247-258.
- Büyükoglu, B., Sit, A., & Eksi, I. H. (2021). Governance matters on non-performing loans: Evidence from emerging markets. PSL Quarterly Review, 73(295), 75-91.
- Chaochao, H. (2023). Research on the impact of non-financial enterprise leverage ratio on systemic financial risks. Academic Journal of Business & Management, 5(26), 39-45.
- Ciukaj, R., & Kil, K. (2020). Determinants of the non-performing loan ratio in the European Union banking sectors with a high level of impaired loans. Economics and Business Review, 6(1), 22-45.
- Ferreira, C. (2022). Determinants of non-performing loans: A panel data approach. International Advances in Economic Research, 28(3-4), 133-153.
- Fiador, V., & Sarpong-Kumankoma, E. (2021). Does corporate governance explain the quality of bank loan portfolios? Evidence from an emerging economy. Journal of Financial Economic Policy, 13(1), 31-44.
- Gashi, B. (2021). Impact of bank-specific and macro determinants on non-performing loans of Polish banking sector. Economic Studies (Ikonomicheski Izsledvania), 30(7), 129-147.
- Huljak, I., Martin, R., Moccero, D., & Pancaro, C. (2020). Do non-performing loans matter for bank lending and the business cycle in euro-area countries? (Working Paper No. 2411). European Central Bank.
- Indonesian Stock Exchange (IDX). (n.d.). Data.
- Kartika, I., Sulistyowati, S., Septiawan, B., & Indriastuti, M. (2022). Corporate governance and non-performing loans: The mediating role of financial performance. Cogent Business and Management, 9(1), 1-44.
- Kepli, S., Bani, Y., Rosland, A., & Laila, N. (2021). Non-performing loans and macroeconomic variables in Malaysia: Recent evidence. International Journal of Economics and Management Journal Homepage, 15(1), 19-31.
- Kjosevski, J., & Petkovski, M. (2021). Macroeconomic and bank-specific determinants of non-performing loans: the case of baltic states. Empirica, 48(4), 1009-1028.
- Küçük, Ş. Y. (2022). Determinants of non-performing consumer loans for Turkey: ARDL bounds testing approach. Business, Management and Economics Engineering, 20(2), 312-328.
- Lee, J. M., Chen, K. H., Chang, I. C., & Chen, C. C. (2022). Determinants of non-performing loans, firm’s corporate governance and macroeconomic factors. International Journal of Finance and Economics, 27(1), 88-98.
- Lee, Y. Y., Yahya, M. H. D. H., Habibullah, M. S., & Ashhari, Z. M. (2020). Non-performing loans in European Union: country governance dimensions. Journal of Financial Economic Policy, 12(2), 209-226.
- 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 and Finance, 36(4), 1012-1027.
- Nor, A. M., Ismail, S., & Abd Rahman, N. H. (2021). Determinants of non-performing loans in Asia: Is Southeast Asia different? International Journal of Business and Society, 22(1), 431-442.
- Nwafor, C. N., & Nwafor, O. Z. (2023). Determinants of non-performing loans: An explainable ensemble and deep neural network approach. Finance Research Letters, 56.
- Petkovski, M., Kjosevski, J., & Jovanovski, K. (2021). Macro and bank specific determinants of non-performing loans in Polish commercial banks. Argumenta Oeconomica, 2, 107-126.
- Pirgaip, B., & Uysal, A. (2023). The impact of non-performing loan sales on the stock market: The role of corporate governance in an emerging market. Borsa Istanbul Review, 23(3), 674-684.
- Shala, A., Toçi, V., & Mustafa, A. (2022). Macroeconomic, Structural, and Bank-specific Determinants of Non-performing Loans in Central and Eastern Europe. Ekonomicky Casopis, 70(5), 411-429.
- Silitonga, R. I., Sadalia, I., & Irawati, N. (2020). Non-Performing Loan Determinant on Return on Assets in Open Banking Companies in Indonesia. European Journal of Economic and Financial Research, 3(6), 76-96.
- Staehr, K., & Uusküla, L. (2021). Macroeconomic and macro-financial factors as leading indicators of non-performing loans: Evidence from the EU countries. Journal of Economic Studies, 48(3), 720-740.
- Stefano, J., & Dewi, S. P. (2022). Determinants of non-performing loans: banking sector listed in Indonesia stock exchange. Jurnal Ekonomi, 27(3), 119-138.
- Syed, A. A. (2021). Determinants of Nonperforming Loans: A Review of Empirical Evidence. In E. Ozen, S. Grima, & R. D. Gonzi (Eds.), New Challenges for Future Sustainability and Wellbeing (pp. 277-306). Bingley: Emerald Publishing Limited.
- Tatarici, L. R., Kubinschi, M. N., & Barnea, D. (2020). Determinants of non-performing loans for the EEC region. A financial stability perspective. Management & Marketing. Challenges for the Knowledge Society, 15(4), 621-642.
- Thornton, J., & Di Tommaso, C. (2021). The effect of non-performing loans on credit expansion: Do capital and profitability matter? Evidence from European banks. International Journal of Finance and Economics, 26(3), 4822-4839.
- Trung, N. K. Q. (2022). Does leverage fit non-performing loans in the COVID-19 pandemic–evidence from the Vietnamese banking system. Cogent Business and Management, 9(1), 1-18.
- Umar, M., & Sun, G. (2018). Determinants of non-performing loans in Chinese banks. Journal of Asia Business Studies, 12(3), 273-289.
- Zunić, A., Kozarić, K., & Dzelihodzić, E. Z. (2021). Non-performing loan determinants and impact of COVID-19: Case of Bosnia and Herzegovina. Journal of Central Banking Theory and Practice, 10(3), 5-22.