Main Article Content
Abstract
This study examines the effects of operational inefficiency, profitability, and independent commissioners on credit risk in Indonesian Regional Development Banks (RDBs). Regional Development Banks (RDBs), locally known as Bank Pembangunan Daerah, are provincially owned financial institutions that play a vital role in promoting regional economic development. Credit risk remains a major concern for RDBs because of their strategic intermediation function and their vulnerability to non-performing loans (NPLs). Using panel data from 23 conventional RDBs over the 2018–2024 period, this study analyzes 161 bank-year observations through panel data regression, with the Random Effect Model identified as the most appropriate estimation technique. Credit risk is measured by the non-performing loan (NPL) ratio, operational inefficiency by the operating expense-to-operating income (OEOI) ratio, profitability by return on equity (ROE), and board independence by the number of independent commissioners. The findings reveal that operational inefficiency has a positive and significant effect on credit risk, indicating that lower cost efficiency increases the deterioration of loan quality. In contrast, profitability has a negative and significant effect on credit risk, suggesting that more profitable banks are better able to maintain asset quality and absorb potential losses. Independent commissioners also have a negative and significant effect on credit risk, demonstrating the importance of board independence in strengthening oversight and mitigating risk. However, independent commissioners do not moderate the relationships between operational inefficiency and credit risk or between profitability and credit risk. This study contributes to the banking and corporate governance literature by providing empirical evidence from Indonesian RDBs, an underexplored segment of the banking industry in emerging markets. The findings suggest that, rather than functioning as a moderating mechanism, independent commissioners serve as an important direct governance mechanism for mitigating credit risk. From a practical perspective, RDBs should improve operational efficiency, maintain sustainable profitability, and strengthen board independence to enhance credit risk management and support long-term financial stability.
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References
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- Akhter, N. (2023). Determinants of commercial bank’s non-performing loans in Bangladesh: An empirical evidence. Cogent Economics & Finance, 11(1), 2194128. https://doi.org/https://doi.org/10.1080/23322039.2023.2194128
- Arnanto, T. T., & Lutfi, L. (2025). Internal Financial Determinants of Profitability: Evidence From Rural Banks in Indonesia. Golden Ratio of Finance Management, 5(2), 573–586. https://doi.org/https://doi.org/10.52970/grfm.v5i2.1605
- Barra, C., & Ruggiero, N. (2023). Bank-specific factors and credit risk: evidence from Italian banks in different local markets. Journal of Financial Regulation and Compliance, 31(3), 316–350. https://doi.org/https://doi.org/10.1108/JFRC-04-2022-0051
- Berger, A. N., & DeYoung, R. (1997). Problem loans and cost efficiency in commercial banks. Journal of Banking & Finance, 21(6), 849–870. https://doi.org/https://doi.org/10.1016/S0378-4266(97)00003-4
- Bsoul, R., Milhem, M., & Odat, M. (2022). Determinants of banks’ credit risk: Evidence from Jordanian banks listed on Amman Stock Exchange. Academic Journal of Interdisciplinary Studies, 11(5), 197–209. https://doi.org/https://doi.org/10.36941/ajis-2022-0137
- Chaibi, H., & Ftiti, Z. (2015). Credit risk determinants: Evidence from a cross-country study. Research in International Business and Finance, 33, 1–16. https://doi.org/https://doi.org/10.1016/S0378-4266(97)00003-4
- Chen, Z. (2020). Does independent industry expertise improve board effectiveness? Evidence from bank CEO turnovers. International Review of Finance, 20(3), 665–699. https://doi.org/https://doi.org/10.36941/ajis-2022-0137
- DebraH, E., Preko, A., & Ampadu, S. (2022). Examining the effect of board size on credit risk of universal banks in Ghana. Cogent Business & Management, 9(1). https://doi.org/https://doi.org/10.1080/23311975.2022.2157100
- Ebenezer, O. O., & Omar, W. A. W. (2015). The Empirical Effects of Credit Risk on Profitability of Commercial Banks: Evidence from Nigeria. International Journal of Science and Research (IJSR), 5(8), 1645–1650. https://doi.org/https://doi.org/10.21275/ART2016315
- Fitriani, F., Yusuf, M., & Maksar, M. S. (2025). Evolution and Determinants of Non-Performing Loan Burden in The Group of Seven (G7) Banking Sector. Golden Ratio of Finance Management, 5(2), 372–385. https://doi.org/https://doi.org/10.52970/grfm.v5i2.1211
- Fransiska, W., & Ismanto, H. (2025). Determinan Risiko Kredit Bank Umum di Indonesia. REVITALISASI: Jurnal Ilmu Manajemen, 14(1), 84–96. https://doi.org/https://doi.org/10.32503/revitalisasi.v14i1.7128
- Gujarati, D. N. (2021). Essentials of Econometrics. Sage Publications, 632.
- Harkin, S. M., Mare, D. S., & Crook, J. N. (2022). Independence in bank governance structure: Empirical evidence of effects on bank risk and performance. Research in International Business and Finance, 52. https://doi.org/https://doi.org/10.1016/j.ribaf.2019.101177
- Hillman, A. J., Withers, M. C., & Collins, B. J. (2009). Resource Dependence Theory: A Review. Journal of Management, 35(6), 1404–1427. https://doi.org/https://doi.org/10.1177/0149206309343469
- Hunjra, A. I., Hanif, M., Mehmood, R., & Nguyen, L. V. (2021). Diversification, corporate governance, regulation and bank risk-taking. Journal of Financial Reporting and Accounting, 19(1), 92–108. https://doi.org/https://doi.org/10.1108/JFRA-03-2020-0071
- Jabbouri, I., & Naili, M. (2019). Determinants of nonperforming loans in emerging markets: evidence from the MENA region. Review of Pacific Basin Financial Markets and Policies, 22(4), 1–33. https://doi.org/https://doi.org/10.1142/S0219091519500267
- Jensen, M. C., & Meckling, W. H. (1976). Theory of the Firm: Managerial Behavior, Agency Costs, and Ownership Structure. Journal of Financial Economics, 3(4), 305–360. https://doi.org/https://doi.org/10.1016/0304-405X(76)90026-X
- Karim, S., Manab, N. A., & Ismail, R. B. (2023). Assessing the governance mechanisms, corporate social responsibility and performance: the moderating effect of board independence. Global Business Review, 24(3), 550–562. https://doi.org/https://doi.org/10.1177/0972150920917773
- Kartika, I., Sulistyowati, S., Septiawan, B., & Indriastuti, M. (2022). Corporate governance and non-performing loans: The mediating role of financial performance. Cogent Business & Management, 9(1). https://doi.org/https://doi.org/10.1080/23311975.2022.2126123?urlappend=%3Futm_source%3Dresearchgate.net%26utm_medium%3Darticle
- Khan, I., & Wang, M. (2021). Evaluating corporate performance and bank productivity in China: the moderating role of independent directors. Sustainability, 13(6). https://doi.org/https://doi.org/10.36941/ajis-2022-0137
- Kharabsheh, B. (2019). Determinants of bank credit risk: Empirical evidence from Jordanian commercial banks. Academy of Accounting and Financial Studies Journal, 23(3), 1–12. https://www.abacademies.org/articles/determinants-of-bank-credit-risk-empirical-evidence-from-jordanian-commercial-banks-8197.html
- Lu, J., & Boateng, A. (2018). Board composition, monitoring and credit risk: evidence from the UK banking industry. Review of Quantitative Finance and Accounting, 51(4), 1107–1128. https://doi.org/https://doi.org/10.1007/s11156-017-0698- x?urlappend=%3Futm_source%3Dresearchgate.net%26utm_medium%3Darticle
- Misman, F. N., & Bhatti, M. I. (2020). The determinants of credit risk: An evidence from ASEAN and GCC Islamic banks. Journal of Risk and Financial Management, 13(5), 89. https://doi.org/https://doi.org/10.36941/ajis-2022-0137
- Mollah, S., Farooque, O., Mobarek, A., & Molyneux, P. (2019). Bank corporate governance and future earnings predictability. Journal of Financial Services Research, 56(3), 369–394. https://doi.org/https://doi.org/10.1007/s10693-019-00307-7
- Moussa, F. Ben. (2019). The influence of internal corporate governance on bank credit risk: An empirical analysis for Tunisia. Global Business Review, 20(20), 640–667. https://doi.org/https://doi.org/10.1177/0972150919837078
- Naili, M., & Lahrichi, Y. (2022). Banks’ credit risk, systematic determinants and specific factors: recent evidence from emerging markets. Heliyon, 8(2). https://doi.org/https://doi.org/10.1016/j.heliyon.2022.e08960
- Nikolaidou, E., & Vogiazas, S. D. (2017). Credit risk determinants in Sub-Saharan banking systems: Evidence from five countries and lessons learnt from Central East and South East European countries. Review of Development Finance, 7(1), 52–63. https://doi.org/https://doi.org/10.1016/j.rdf.2017.01.003
- Odebode, O. K., Ezi, C. T., & Ishioro, B. O. (2024). Effects of non-performing loans on return on equity of selected commercial banks in Nigeria. World Journal of Advanced Research and Reviews, 21(1), 2599–2608. https://doi.org/10.30574/wjarr.2024.21.1.0194
- OJK. (2017). Surat Edaran Otoritas Jasa Keuangan No.14/SEOJK.03/2017 tentang Penilaian Tingkat Kesehatan Bank Umum. Jakarta: Otoritas Jasa Keuangan. https://ojk.go.id/id/kanal/perbankan/regulasi/surat-edaran-ojk/Pages/Surat-Edaran-Otoritas-Jasa-Keuangan-Nomor-14-SEOJK.03-2017.aspx
- OJK. (2023). Peraturan Otoritas Jasa Keuangan Nomor 17 Tahun 2023 Tentang Penerapan Tata Kelola Bagi Bank Umum. Jakarta: Otoritas Jasa Keuangan. https://ojk.go.id/id/regulasi/Pages/Penerapan-Tata-Kelola-Bagi-Bank-Umum.aspx
- OJK. (2024). Laporan Surveillance Perbankan Indonesia - Triwulan IV 2024. Jakarta: Otoritas Jasa Keuangan. https://ojk.go.id/id/kanal/perbankan/data-dan-statistik/laporan-profil-industri- perbankan/Pages/Laporan-Surveillance-Perbankan-Indonesia---Triwulan-IV-2024.aspx
- Pathan, S., & Faff, R. (2013). Does board structure in banks really affect their performance? Journal of Banking & Finance, 37(5), 1573–1589. https://doi.org/https://doi.org/10.1016/j.jbankfin.2012.12.016
- Pfeffer, J., & Salancik, G. R. (2015). External control of organizations: Resource dependence perspective. Routledge.
- Ramly, Z., & Ramli, N. M. (2022). Board Capital, Board Independence, and Bank Risk-Taking: The Case of a Small Emerging Country. Asia-Pacific Social Science Review, 22(2), 116–135. https://doi.org/https://doi.org/10.59588/2350-8329.1424
- Saleh, I., & Afifa, M. A. (2020). The effect of credit risk, liquidity risk and bank capital on bank profitability: Evidence from an emerging market. Cogent Economics & Finance, 8(1). https://doi.org/https://doi.org/10.1080/23322039.2020.1814509
- Sekaran, U., & Bougie, R. (2017). Penelitian unruk Bisnis: Pendekatan Pengembangan-Keahlian (6th ed.). Salemba Empat.
- Sistiyarini, E., & Poerwanti, R. (2021). Determinan Kredit Bermasalah Pada Bank Devisa Di Indonesia. Jurnal Ekonomi Dan Bisnis, 8(2), 179–187. https://doi.org/https://doi.org/10.34308/eqien.v8i2.251
- Wiguna, U. A., Wijaya, D. D., Leon, F. M., & Lestari, H. S. (2025). Faktor Penentu Resiko Kredit Perbankan di Indonesia. Syntax Literate: Jurnal Ilmiah Indonesia, 10(5), 5483–5500. https://doi.org/https://doi.org/10.36418/syntax-literate.v10i5.58753
References
Abdelaziz, H., Rim, B., & Helmi, H. (2022). The Interactional Relationships Between Credit Risk, Liquidity Risk and Bank Profitability in MENA Region. Global Business Review, 23(3), 561–583. https://doi.org/https://doi.org/10.1177/0972150919879304
Akhter, N. (2023). Determinants of commercial bank’s non-performing loans in Bangladesh: An empirical evidence. Cogent Economics & Finance, 11(1), 2194128. https://doi.org/https://doi.org/10.1080/23322039.2023.2194128
Arnanto, T. T., & Lutfi, L. (2025). Internal Financial Determinants of Profitability: Evidence From Rural Banks in Indonesia. Golden Ratio of Finance Management, 5(2), 573–586. https://doi.org/https://doi.org/10.52970/grfm.v5i2.1605
Barra, C., & Ruggiero, N. (2023). Bank-specific factors and credit risk: evidence from Italian banks in different local markets. Journal of Financial Regulation and Compliance, 31(3), 316–350. https://doi.org/https://doi.org/10.1108/JFRC-04-2022-0051
Berger, A. N., & DeYoung, R. (1997). Problem loans and cost efficiency in commercial banks. Journal of Banking & Finance, 21(6), 849–870. https://doi.org/https://doi.org/10.1016/S0378-4266(97)00003-4
Bsoul, R., Milhem, M., & Odat, M. (2022). Determinants of banks’ credit risk: Evidence from Jordanian banks listed on Amman Stock Exchange. Academic Journal of Interdisciplinary Studies, 11(5), 197–209. https://doi.org/https://doi.org/10.36941/ajis-2022-0137
Chaibi, H., & Ftiti, Z. (2015). Credit risk determinants: Evidence from a cross-country study. Research in International Business and Finance, 33, 1–16. https://doi.org/https://doi.org/10.1016/S0378-4266(97)00003-4
Chen, Z. (2020). Does independent industry expertise improve board effectiveness? Evidence from bank CEO turnovers. International Review of Finance, 20(3), 665–699. https://doi.org/https://doi.org/10.36941/ajis-2022-0137
DebraH, E., Preko, A., & Ampadu, S. (2022). Examining the effect of board size on credit risk of universal banks in Ghana. Cogent Business & Management, 9(1). https://doi.org/https://doi.org/10.1080/23311975.2022.2157100
Ebenezer, O. O., & Omar, W. A. W. (2015). The Empirical Effects of Credit Risk on Profitability of Commercial Banks: Evidence from Nigeria. International Journal of Science and Research (IJSR), 5(8), 1645–1650. https://doi.org/https://doi.org/10.21275/ART2016315
Fitriani, F., Yusuf, M., & Maksar, M. S. (2025). Evolution and Determinants of Non-Performing Loan Burden in The Group of Seven (G7) Banking Sector. Golden Ratio of Finance Management, 5(2), 372–385. https://doi.org/https://doi.org/10.52970/grfm.v5i2.1211
Fransiska, W., & Ismanto, H. (2025). Determinan Risiko Kredit Bank Umum di Indonesia. REVITALISASI: Jurnal Ilmu Manajemen, 14(1), 84–96. https://doi.org/https://doi.org/10.32503/revitalisasi.v14i1.7128
Gujarati, D. N. (2021). Essentials of Econometrics. Sage Publications, 632.
Harkin, S. M., Mare, D. S., & Crook, J. N. (2022). Independence in bank governance structure: Empirical evidence of effects on bank risk and performance. Research in International Business and Finance, 52. https://doi.org/https://doi.org/10.1016/j.ribaf.2019.101177
Hillman, A. J., Withers, M. C., & Collins, B. J. (2009). Resource Dependence Theory: A Review. Journal of Management, 35(6), 1404–1427. https://doi.org/https://doi.org/10.1177/0149206309343469
Hunjra, A. I., Hanif, M., Mehmood, R., & Nguyen, L. V. (2021). Diversification, corporate governance, regulation and bank risk-taking. Journal of Financial Reporting and Accounting, 19(1), 92–108. https://doi.org/https://doi.org/10.1108/JFRA-03-2020-0071
Jabbouri, I., & Naili, M. (2019). Determinants of nonperforming loans in emerging markets: evidence from the MENA region. Review of Pacific Basin Financial Markets and Policies, 22(4), 1–33. https://doi.org/https://doi.org/10.1142/S0219091519500267
Jensen, M. C., & Meckling, W. H. (1976). Theory of the Firm: Managerial Behavior, Agency Costs, and Ownership Structure. Journal of Financial Economics, 3(4), 305–360. https://doi.org/https://doi.org/10.1016/0304-405X(76)90026-X
Karim, S., Manab, N. A., & Ismail, R. B. (2023). Assessing the governance mechanisms, corporate social responsibility and performance: the moderating effect of board independence. Global Business Review, 24(3), 550–562. https://doi.org/https://doi.org/10.1177/0972150920917773
Kartika, I., Sulistyowati, S., Septiawan, B., & Indriastuti, M. (2022). Corporate governance and non-performing loans: The mediating role of financial performance. Cogent Business & Management, 9(1). https://doi.org/https://doi.org/10.1080/23311975.2022.2126123?urlappend=%3Futm_source%3Dresearchgate.net%26utm_medium%3Darticle
Khan, I., & Wang, M. (2021). Evaluating corporate performance and bank productivity in China: the moderating role of independent directors. Sustainability, 13(6). https://doi.org/https://doi.org/10.36941/ajis-2022-0137
Kharabsheh, B. (2019). Determinants of bank credit risk: Empirical evidence from Jordanian commercial banks. Academy of Accounting and Financial Studies Journal, 23(3), 1–12. https://www.abacademies.org/articles/determinants-of-bank-credit-risk-empirical-evidence-from-jordanian-commercial-banks-8197.html
Lu, J., & Boateng, A. (2018). Board composition, monitoring and credit risk: evidence from the UK banking industry. Review of Quantitative Finance and Accounting, 51(4), 1107–1128. https://doi.org/https://doi.org/10.1007/s11156-017-0698- x?urlappend=%3Futm_source%3Dresearchgate.net%26utm_medium%3Darticle
Misman, F. N., & Bhatti, M. I. (2020). The determinants of credit risk: An evidence from ASEAN and GCC Islamic banks. Journal of Risk and Financial Management, 13(5), 89. https://doi.org/https://doi.org/10.36941/ajis-2022-0137
Mollah, S., Farooque, O., Mobarek, A., & Molyneux, P. (2019). Bank corporate governance and future earnings predictability. Journal of Financial Services Research, 56(3), 369–394. https://doi.org/https://doi.org/10.1007/s10693-019-00307-7
Moussa, F. Ben. (2019). The influence of internal corporate governance on bank credit risk: An empirical analysis for Tunisia. Global Business Review, 20(20), 640–667. https://doi.org/https://doi.org/10.1177/0972150919837078
Naili, M., & Lahrichi, Y. (2022). Banks’ credit risk, systematic determinants and specific factors: recent evidence from emerging markets. Heliyon, 8(2). https://doi.org/https://doi.org/10.1016/j.heliyon.2022.e08960
Nikolaidou, E., & Vogiazas, S. D. (2017). Credit risk determinants in Sub-Saharan banking systems: Evidence from five countries and lessons learnt from Central East and South East European countries. Review of Development Finance, 7(1), 52–63. https://doi.org/https://doi.org/10.1016/j.rdf.2017.01.003
Odebode, O. K., Ezi, C. T., & Ishioro, B. O. (2024). Effects of non-performing loans on return on equity of selected commercial banks in Nigeria. World Journal of Advanced Research and Reviews, 21(1), 2599–2608. https://doi.org/10.30574/wjarr.2024.21.1.0194
OJK. (2017). Surat Edaran Otoritas Jasa Keuangan No.14/SEOJK.03/2017 tentang Penilaian Tingkat Kesehatan Bank Umum. Jakarta: Otoritas Jasa Keuangan. https://ojk.go.id/id/kanal/perbankan/regulasi/surat-edaran-ojk/Pages/Surat-Edaran-Otoritas-Jasa-Keuangan-Nomor-14-SEOJK.03-2017.aspx
OJK. (2023). Peraturan Otoritas Jasa Keuangan Nomor 17 Tahun 2023 Tentang Penerapan Tata Kelola Bagi Bank Umum. Jakarta: Otoritas Jasa Keuangan. https://ojk.go.id/id/regulasi/Pages/Penerapan-Tata-Kelola-Bagi-Bank-Umum.aspx
OJK. (2024). Laporan Surveillance Perbankan Indonesia - Triwulan IV 2024. Jakarta: Otoritas Jasa Keuangan. https://ojk.go.id/id/kanal/perbankan/data-dan-statistik/laporan-profil-industri- perbankan/Pages/Laporan-Surveillance-Perbankan-Indonesia---Triwulan-IV-2024.aspx
Pathan, S., & Faff, R. (2013). Does board structure in banks really affect their performance? Journal of Banking & Finance, 37(5), 1573–1589. https://doi.org/https://doi.org/10.1016/j.jbankfin.2012.12.016
Pfeffer, J., & Salancik, G. R. (2015). External control of organizations: Resource dependence perspective. Routledge.
Ramly, Z., & Ramli, N. M. (2022). Board Capital, Board Independence, and Bank Risk-Taking: The Case of a Small Emerging Country. Asia-Pacific Social Science Review, 22(2), 116–135. https://doi.org/https://doi.org/10.59588/2350-8329.1424
Saleh, I., & Afifa, M. A. (2020). The effect of credit risk, liquidity risk and bank capital on bank profitability: Evidence from an emerging market. Cogent Economics & Finance, 8(1). https://doi.org/https://doi.org/10.1080/23322039.2020.1814509
Sekaran, U., & Bougie, R. (2017). Penelitian unruk Bisnis: Pendekatan Pengembangan-Keahlian (6th ed.). Salemba Empat.
Sistiyarini, E., & Poerwanti, R. (2021). Determinan Kredit Bermasalah Pada Bank Devisa Di Indonesia. Jurnal Ekonomi Dan Bisnis, 8(2), 179–187. https://doi.org/https://doi.org/10.34308/eqien.v8i2.251
Wiguna, U. A., Wijaya, D. D., Leon, F. M., & Lestari, H. S. (2025). Faktor Penentu Resiko Kredit Perbankan di Indonesia. Syntax Literate: Jurnal Ilmiah Indonesia, 10(5), 5483–5500. https://doi.org/https://doi.org/10.36418/syntax-literate.v10i5.58753