Interest Rate in the Relationship Between Fundamental Factors and Efficiency of Indonesian Regional Development Banks (2020–2024)
DOI:
https://doi.org/10.55227/ijhess.v5i6.2316Keywords:
Cost-to-Income Ratio (CIR), Capital Adequacy Ratio (CAR), Return on Assets (ROA), Non-Performing Loans (NPL), Interest RateAbstract
This study examines the effects of key financial ratios, namely Capital Adequacy Ratio, Return on Assets, and Non-Performing Loans, along with the moderating role of interest rates on the operational efficiency of Regional Development Banks in Indonesia, measured by the Cost-to-Income Ratio (CIR). A quantitative approach is employed using panel data from 2020–2024, with model selection indicating the Random Effects Model as the most appropriate specification, complemented by Moderated Regression Analysis to capture interaction effects. The results show that Return on Assets has a negative and significant effect on CIR, confirming that profitability plays a central role in enhancing efficiency. In contrast, Capital Adequacy Ratio and Non-Performing Loans do not exhibit strong partial effects, although interest rates significantly moderate their relationships with efficiency. Simultaneous testing confirms that internal financial factors jointly influence operational efficiency. These findings suggest that efficiency is shaped not only by internal performance but also by its interaction with monetary conditions. The study provides implications for improving capital allocation, profitability management, and adaptive risk strategies to sustain efficiency.
References
Abidin, Z., Prabantarikso, R. M., Wardhani, R. A., & Endri, E. (2021). Analysis of bank efficiency between conventional banks and regional development banks in Indonesia. The Journal of Asian Finance, Economics and Business, 8(1), 741–750.
Ahmad, N., Naveed, A., Ahmad, S., & Butt, I. (2020). BANKING SECTOR PERFORMANCE, PROFITABILITY, AND EFFICIENCY: A CITATION-BASED SYSTEMATIC LITERATURE REVIEW. Journal of Economic Surveys, 34(1), 185–218. https://doi.org/https://doi.org/10.1111/joes.12346
Akdeniz, Ö. O., Abdou, H. A., Hayek, A. I., Nwachukwu, J. C., Elamer, A. A., & Pyke, C. (2024). Technical efficiency in banks: a review of methods, recent innovations and future research agenda. Review of Managerial Science, 18(11), 3395–3456. https://doi.org/10.1007/s11846-023-00707-z
Akilah, F. (2024). The Role of Regional Banks in Supporting Socio-Economic Development: A Study on Regional-Owned Enterprise Banks in Indonesia. Sukuk: International Journal Of Banking, Finance, Management And Business, 3(III), 28–41.
Allen, D. E., McAleer, M., Powell, R. J., & Singh, A. K. (2016). A capital adequacy buffer model. Applied Economics Letters, 23(3), 175–179. https://doi.org/10.1080/13504851.2015.1061639
Alnajjar, A., & Othman, A. H. A. (2021). The impact of capital adequacy ratio (CAR) on Islamic banks’ performance in selected MENA countries. International Journal of Business Ethics and Governance, 116–133.
Aviliani, A., Siregar, H., Maulana, T. N. A., & Hasanah, H. (2015). The impact of macroeconomic condition on the banks performance in Indonesia. Bulletin of Monetary Economics and Banking, 17(4), 379–402.
Avrita, R. D., & Pangestuti, I. R. D. (2016). Analisis pengaruh CAR, NPL, LDR, NIM, dan BOPO terhadap profitabilitas bank (perbandingan bank umum go public dan bank umum non go public di Indonesia periode tahun 2011-2014). Diponegoro Journal of Management, 5(2), 366–378.
Azhar, H., & Yeniwati, Y. (2021). Analisis Determinan Efisiensi Perbankan di Indonesia. ECOSAINS: JURNAL ILMIAH EKONOMI DAN PEMBANGUNAN Учредители: Universitas Negeri Padang, 9(2), 133.
Azizzah, A. N., Setiawan, I., & Kristianingsih, K. (2021). Pengaruh BI Rate dan BOPO terhadap NPL pada Bank Umum yang Terdaftar di BEI Tahun 2010-2020. Indonesian Journal of Economics and Management, 1(3), 642–655.
Azzabi, A., & Lahrichi, Y. (2023). Bank performance determinants: state of the art and future research avenues. ArXiv Preprint ArXiv:2311.08617.
Baltagi, B. H. (2008). Econometric analysis of panel data (Vol. 4). Springer.
Basuki, A. T., & Prawoto, N. (2021). Analisis data panel dalam penelitian ekonomi dan bisnis. PT Rajagrafindo Persada, 160.
Belke, A., Haskamp, U., & Setzer, R. (2016). Regional bank efficiency and its effect on regional growth in “normal” and “bad” times. Economic Modelling, 58, 413–426.
Berger, A. N. (2007). International comparisons of banking efficiency. Financial Markets, Institutions & Instruments, 16(3), 119–144.
Bisnis Indonesia. (2024). Bisnis Indonesia Economic & Financial Report (2014–2024). https://assets.dataindonesia.id/2024/12/23/1734927646053-28-Bisnis-Indonesia-Economic--Financial-Report-2014-2024-lowres.pdf
Bitar, M., Pukthuanthong, K., & Walker, T. (2018). The effect of capital ratios on the risk, efficiency and profitability of banks: Evidence from OECD countries. Journal of International Financial Markets, Institutions and Money, 53, 227–262. https://doi.org/https://doi.org/10.1016/j.intfin.2017.12.002
Coccorese, P., & Girardone, C. (2021). Bank capital and profitability: evidence from a global sample. The European Journal of Finance, 27(9), 827–856. https://doi.org/10.1080/1351847X.2020.1832902
Corbae, D., & D’Erasmo, P. (2021). Capital Buffers in a Quantitative Model of Banking Industry Dynamics. Econometrica, 89(6), 2975–3023. https://doi.org/https://doi.org/10.3982/ECTA16930
Danthine, J.-P., Donaldson, J. B., & Danthine, S. (2025). Intermediate financial theory. academic press.
Darmawan, J., Laksana, B., & Danisworo, D. S. (2020). Pengaruh Non Performing Loan dan BI Rate terhadap Return on Asset Pada Bank Umum. Indonesian Journal of Economics and Management, 1(1 SE-Articles), 174–183. https://doi.org/10.35313/ijem.v1i1.2427
Deanna, J. N. (2018). Determinan Efisiensi Operasional Perbankan Indonesia (Studi Empiris pada Perbankan Umum Konvensional di Indonesia Tahun 2011-2016). Jurnal Muara Ilmu Ekonomi Dan Bisnis, 2(1), 217–225.
Effendi, N., Setiawan, M., & Indiastuti, R. (2018). Technical efficiencies of Indonesian regional and non-regional banks pre-and post-financial crisis. International Journal of Economics and Business Research, 16(3), 355–366.
Ekananda, M. (2017). Macroeconomic condition and banking industry performance in Indonesia. Bulletin of Monetary Economics and Banking, 20(1), 71–98.
Fathurrahman, A., & Rahmadani, S. (2024). Analisis Determinan Efisiensi Bank Umum Syariah di Indonesia. Iqtishodiyah: Jurnal Ekonomi Dan Bisnis Islam, 10(1), 53–67.
Garr, D. K., & Awadzie, D. M. (2021). The impact of financial intermediation on bank performance. International Journal of Economics, Business and Management Research (IJEBMR), 5(5), 96–110.
Goodfriend, M. (1999). The role of a regional bank in a system of central banks. Carnegie-Rochester Conference Series on Public Policy, 51, 51–71. https://doi.org/https://doi.org/10.1016/S0167-2231(00)00004-X
Greenbaum, S. I., Thakor, A. V, & Boot, A. W. A. (2019). Contemporary financial intermediation. Academic press.
Gurley, J. G., & Shaw, E. S. (1956). Financial Intermediaries and the Saving-Investment Process. The Journal of Finance, 11(2), 257–276. https://doi.org/10.2307/2976705
Haque, F. (2018). Ownership, regulation and bank risk-taking: evidence from the Middle East and North Africa (MENA) region. Corporate Governance, 19(1), 23–43. https://doi.org/10.1108/CG-07-2017-0135
Ho, T. S. Y., & Saunders, A. (1981). The determinants of bank interest margins: theory and empirical evidence. Journal of Financial and Quantitative Analysis, 16(4), 581–600.
Ikra, S. S., Rahman, M. A., Wanke, P., & Azad, M. A. K. (2021). Islamic banking efficiency literature (2000–2020): a bibliometric analysis and research front mapping. International Journal of Islamic and Middle Eastern Finance and Management, 14(5), 1043–1060. https://doi.org/10.1108/IMEFM-05-2020-0226
Iman, N. (2019). Traditional banks against fintech startups: A field investigation of a regional bank in Indonesia. Banks and Bank Systems, 14(3), 20–33.
Jensen, M. C., & Meckling, W. H. (1979). Theory of the Firm: Managerial Behavior, Agency Costs, and Ownership Structure BT - Economics Social Institutions: Insights from the Conferences on Analysis & Ideology (K. Brunner (ed.); pp. 163–231). Springer Netherlands. https://doi.org/10.1007/978-94-009-9257-3_8
Jokipii, T., & Milne, A. (2011). Bank capital buffer and risk adjustment decisions. Journal of Financial Stability, 7(3), 165–178. https://doi.org/https://doi.org/10.1016/j.jfs.2010.02.002
Karamoy, H., & Tulung, J. E. (2020). The impact of banking risk on regional development banks in Indonesia. Banks and Bank Systems, 15(2), 130–137. https://doi.org/10.21511/bbs.15(2).2020.12
Levine, R. (1997). Financial Development and Economic Growth: Views and Agenda. Journal of Economic Literature, 35(2), 688–726. http://www.jstor.org/stable/2729790
Lindquist, K.-G. (2004). Banks’ buffer capital: how important is risk. Journal of International Money and Finance, 23(3), 493–513. https://doi.org/https://doi.org/10.1016/j.jimonfin.2004.01.006
Liviawati, L., Wardi, J., & Putri, G. E. (2020). Pengaruh Car, Ldr, Npl, Ukuran Perusahaan, Net Interest Margin, Dan Tingkat Suku Bunga Terhadap Efisiensi Bank Daerah. Jurnal Daya Saing, 6(3), 242–250.
Mandagie, Y. (2021). Analyzing the impact of CAR, NIM and NPL on ROA of banking companies (An empirical study on BEI listed companies). INQUISITIVE: International Journal of Economic, 1(2), 72–87.
Mankart, J., Michaelides, A., & Pagratis, S. (2020). Bank capital buffers in a dynamic model. Financial Management, 49(2), 473–502. https://doi.org/https://doi.org/10.1111/fima.12253
Mishkin, F. S. (2007). The economics of money, banking, and financial markets. Pearson education.
Moyer, S. E. (1990). Capital adequacy ratio regulations and accounting choices in commercial banks. Journal of Accounting and Economics, 13(2), 123–154. https://doi.org/https://doi.org/10.1016/0165-4101(90)90027-2
Ningsih, S., & Dewi, M. W. (2020). Analisis pengaruh rasio NPL, BOPO dan CAR terhadap kinerja keuangan pada bank umum konvensional yang terdaftar di BEI. Jurnal Akuntansi Dan Pajak, 21(01).
Otoritas Jasa Keuangan, O. (n.d.-a). Indonesia Banking Surveillance Report – Quarter II 2024. https://ojk.go.id/id/kanal/perbankan/data-dan-statistik/laporan-profil-industri-perbankan/Documents/Laporan Surveillance Perbankan Indonesia - Triwulan II 2024.pdf
Otoritas Jasa Keuangan, O. (n.d.-b). Indonesia Banking Surveillance Report – Quarter IV 2023. https://ojk.go.id/id/kanal/perbankan/data-dan-statistik/laporan-profil-industri-perbankan/Documents/LAPORAN SURVEILLANCE PERBANKAN INDONESIA - TRIWULAN IV 2023.pdf
Ottemoesoe, R. S. D. (2019). The role of regional development banks. Bangor University (United Kingdom).
Ozili, P. K. (2019). Non-performing loans and financial development: new evidence. The Journal of Risk Finance, 20(1), 59–81. https://doi.org/10.1108/JRF-07-2017-0112
Pinasti, W. F., & Mustikawati, R. R. I. (2018). PENGARUH CAR, BOPO, NPL, NIM DAN LDR TERHADAP PROFITABILITAS BANK UMUM PERIODE 2011-2015. Nominal: Barometer Riset Akuntansi Dan Manajemen, 7(1 SE-Articles), 126–142. https://doi.org/10.21831/nominal.v7i1.19365
Prochnow, H. V. (1949). Bank liquidity and the new doctrine of anticipated income. The Journal of Finance, 4(4), 298–314.
Rosanti, N., & Sulawesi, S. (2020). The Role of Regional Development Banks in Indonesia. Ilkogretim Online-Elementary Education Online, 19(4), 3527–3530.
Satyagraha, F. T., Purwono, R., & Sari, D. W. (2022). An Analysis of the Performance of Regional Development Banks (RDB) in Indonesia: Stochastic Frontier Analysis Approach. In Economies (Vol. 10, Issue 9, p. 228). https://doi.org/10.3390/economies10090228
Syah, T. A. (2018). Pengaruh inflasi, bi rate, npf, dan bopo terhadap profitabilitas bank umum syariah di indonesia. El-Jizya: Jurnal Ekonomi Islam, 6(1), 133–153.
Tripuspitorini, F. A., & Setiawan, S. (2020). Pengaruh faktor makroekonomi terhadap pertumbuhan dana pihak ketiga pada bank umum syariah di Indonesia. Jurnal Riset Akuntansi Dan Keuangan, 8(1), 121–132.
Viphindrartin, S., Ardhanari, M., Wilantari, R. N., Somaji, R. P., & Arianti, S. (2021). Effects of bank macroeconomic indicators on the stability of the financial system in Indonesia. Effects of Bank Macroeconomic Indicators on the Stability of the Financial System in Indonesia, 8(1), 647–654.
Wooldridge, J. M. (2019). Correlated random effects models with unbalanced panels. Journal of Econometrics, 211(1), 137–150. https://doi.org/https://doi.org/10.1016/j.jeconom.2018.12.010
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Sora Baltasar, Sri Retnaning Sampurnaningsih, Sahroni Sahroni, Rachmawaty Rachmawaty, Zulfitra Zulfitra

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.








































