Main Article Content
Abstract
This study analyzes the determinants of Non-Performing Financing (NPF) in Islamic Rural Banks (IRBs) in Indonesia by considering internal, external, and market competition factors. Internal variables include bank size (LAsset), Capital Adequacy Ratio (CAR), Cost to Income Ratio (CIR), and Financing to Deposit Ratio (FDR), while external variables include Gross Regional Domestic Product (GDP) and the impact of the COVID-19 pandemic. The Lerner Index is used as an indicator of market competition. Panel data from 154 IRBs for the 2019-2023 period was analyzed using a static panel. The results showed that the size of banks, CAR, CIR, and FDR had a significant influence on NPF, while the influence of market competition and macroeconomic conditions varied between Java and outside Java. These findings provide implications for IRB management in managing financing risks, for regulators in establishing policies that are responsive to different regional conditions, and enriching the empirical literature related to micro-Islamic banking. Further research is suggested to explore additional variables such as management quality, financing strategies, and local socio-economic factors to understand financing risk variations in more depth.
Keywords
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Copyright (c) 2025 Lutfi Bangun Lestari, Ahmad Azhari Pohan Yeni, Ayu Yuningsih Ayu

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
References
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References
Ahmad Ramadani. (2025). Influence of Credit Risk, Liquidity Risk, Operational Risk, Market Risk and Solvency Risk on Profitability. Jurnal Riset Akuntansi Dan Bisnis Airlangga, 9(2), 144–162. https://doi.org/10.20473/jraba.v9i2.61067
Ahmed, N., and abedin, M. J. (2021). The impact of Covid-19 pandemic on the non- performing loans : A study on schedule banks in Bangladesh. AIUB Journal of Business and Economics, 18(12), 1–14.
Aiyubbi, D. El, Widarjono, A., & Amir, N. (2022). Dampak Diversifikasi Pembiayaan Sektoral terhadap Non-Performing Financing Bank Pembiayaan Rakyat Syariah. Jurnal Ekonomi Syariah Teori Dan Terapan, 9(2), 140–155. https://doi.org/10.20473/vol9iss20222pp140-155
Al-Azzam, M., & Parmeter, C. (2021). Competition and microcredit interest rates: international evidence. Empirical Economics, Vol. 60 (2), 829–868. https://doi.org/10.1007/s00181-019-01766-6
Alessio, D. (2013). Questioni di economia e finanza (Occasional papers ). Banca d’Italia, 4.
Andi, A. M. Y., Hamid, A., & Nafis, M. C. (2024). Determinants of Non-Performing Financing Risk in Islamic Commercial Banks in Indonesia. Jurnal Minds: Manajemen Ide Dan Inspirasi, 11(1), 155–172. https://doi.org/10.24252/minds.v11i1.46105
Anggraini, A., Fuadi, F., & Susanto, I. (2025). The Impact of Cost-to-Income Ratio, Net Benefit, and Operating Expenses on Islamic Commercial Bank Loss Reserves. Mutanaqishah: Journal of Islamic Banking, 2025(1), 30–44. https://doi.org/10.54045/Mutanaqishah.v5i1.2614
Aprilian, R. Z., & Sudarmawan, B. N. (2025). NPF of Islamic Rural Banks in Indonesia: Do Socio-Economic Factors and Bank Performance Matter? Journal of Islamic Economics and Finance Studies, 5(2), 405–422. https://doi.org/10.47700/jiefes.v5i2.10307
Bagiana, I. K., Putra, I. G. C., Dewi, K. I. K., Mirayani, L. P. M., & Rengganis, R. R. M. Y. D. (2024). Operational Efficiency and Non-Performing Loans: The Mediating Role of Net Interest Margin. Proceedings of the Twelfth International Conference on Entrepreneurship and Business Management 2023. https://doi.org/10.2991/978-94-6463-508-9_18
Berger, A. N., & DeYoung, R. (1997). Problem Loans and Cost Efficiency in Commercial Banks. Finance and Economics Discussion Series, 1997.0(8), 1–29. https://doi.org/10.17016/feds.1997.08
Berger, A. N., Klapper, L. F., & Turk-Ariss, R. (2009). Bank competition and financial stability. Journal of Financial Services Research, 35(2), 99–118. https://doi.org/10.1007/s10693-008-0050-7
Chaffai, M., & Coccorese, P. (2023). Banking market power and its determinants : New insights from MENA countries, Emerging Market Review, 55(6), 101004. https://doi.org/10.1016/j.ememar.2023.101004
Dinç, Y. (2017). Comparative empirical analysis on the effect of mortgage loan on capital adequacy ratio. Journal of Emerging Economies and Islamic Research, 5(3), 6. https://doi.org/10.24191/jeeir.v5i3.8827
El-Ansary, O., El-Masry, A. A., & Yousry, Z. (2019). Determinants of Capital Adequacy Ratio (CAR) in MENA Region: Islamic vs. Conventional Banks. International Journal of Accounting and Financial Reporting, 9(2), 287-313. https://doi.org/10.5296/ijafr.v9i2.14696
Fang, Z., Chen, Y., Chen, L., & Chiu, Y. H. (2025). Bank efficiency estimation considering enterprise risk: entropy meta two parallel three-stage dynamic DDF model. Humanities and Social Sciences Communications, 12(1), 1–20. https://doi.org/10.1057/s41599-025-05991-6
Goodell, J. W. (2020). COVID-19 and finance: Agendas for future research. Finance Research Letters, 35 (101512). https://doi.org/10.1016/j.frl.2020.101512
Hendri, Z., Wulandari, E., & Shuib, M. S. (2025). Do we need large Islamic rural banks ? Economics,Finance, and Business Review 2(1), 1–11. https://doi.org/10.20885/efbr.vol2.iss1.art1
Hossain, M. A., Rosman, R., Jahan, N., Afroz, S., & Afroza, K. (2025). Influence of Psychological Well-Being and School Factors on Delinquency , During the Covid-19 Period Among Secondary School Students in Selected Schools in Nakuru County : Kenya. International Journal of Research and Innovation in Social Science (IJRISS), VII(2454), 1175–1189. https://doi.org/10.47772/IJRISS
Imbierowicz, B., & Rauch, C. (2014). The relationship between liquidity risk and credit risk in banks. Journal of Banking and Finance, 40(1), 242–256. https://doi.org/10.1016/j.jbankfin.2013.11.030
Jin, J. Y., Kanagaretnam, K., Liu, Y., & Liu, N. (2019). Banks’ loan growth, loan quality, and social capital. Journal of Behavioral and Experimental Finance, 21, 83–102. https://doi.org/10.1016/j.jbef.2018.11.004
Kadir, R. D., Ratnasari, S. L., & Abduh, M. A. (2022). What Drives Non Performing Financing? Evidence from Islamic Rural Banks in Indonesia During Covid-19. Ikonomika, 6(2), 207–218. https://doi.org/10.24042/febi.v6i2.10757
Kamila, N., Dwita, F., Adhi, T. M., & Desliana, N. (2024). Dampak Rasio Kecukupan Modal dan Risiko terhadap Profitabilitas pada Bank Konvensional di Indonesia. Studi Ilmu Manajemen Dan Organisasi, 5(2), 207–221. https://doi.org/10.35912/simo.v5i2.3469
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. https://doi.org/10.1016/j.jbankfin.2011.10.012
Lutfiana, S., & Andraeny, D. (2023). Faktor Penentu Pembiayaan Bermasalah Internal BPRS di Indonesia. Jurnal Ilmiah Ekonomi Islam. 11(05), 33–50.
Mahestika, V. G., & Fitriati, I. R. (2023). The Effect Of Capital Adequacy And Lending On Profitability With Credit Risk As A Moderation Variable. Jurnal Ekonomi, 12(02), 2023. http://ejournal.seaninstitute.or.id/index.php/Ekonomi
Meero, A. (2025). Islamic vs. Conventional Banking in the Age of FinTech and AI: Evolving Business Models, Efficiency, and Stability (2020–2024). International Journal of Financial Studies, 13(3). https://doi.org/10.3390/ijfs13030148
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), 1–22. https://doi.org/10.3390/jrfm13050089
Muzaki, Z. H., & Sumawidjaja, R. N. (2024). Pengaruh Non Performing Financing, Return On Assets, dan BOPO pada Kondisi Financial Distress pada BPRS di Jawa Barat 2020-2023. ECo-Buss, 7(2), 1481–1492. https://doi.org/10.32877/eb.v7i2.1979
Patty, jancen roland. (2018). Pengaruh Capital Adequacy Ratio ( Car ) dan Return on Assets terhadap Penyaluran Kredit pada PT Bank Tabungan Pensiunan Nasional Tbk. Citra Ekonomika, Jurnal Ekonomi, 12(1), 1-12.
Peykani, P., Sargolzaei, M., Tanasescu, C., Shojaie, S. E., & Kamyabfar, H. (2025). Investigating the Relationship Between Liquidity Risk, Credit Risk, and Solvency Risk in Banks Listed on the Iranian Capital Market: A Panel Vector Error Correction Model. Economies, 13(5), 1–24. https://doi.org/10.3390/economies13050139
Plikas, J. H., Kenourgios, D., & Savvakis, G. A. (2024). COVID-19 and Non-Performing Loans in Europe. Risk and Financial Management, 17(7), 1-28. https://doi.org/10.3390/jrfm17070271
Putri, D. W. E., Purnomo, & Misbah, H. (2025). The impact of funding risk on the stability of Islamic rural banks in Indonesia. Economics, Finance, and Business Review, 2(1), 12–21. https://doi.org/10.20885/efbr.vol2.iss1.art2
Rahmi, A. N., Pratiwi, S. S., Yayuningsih, S., Palupi, A., & Salsabila, L. (2024). Determinants of Non-Performing Financing in Islamic Banks : Evidence from Islamic Banking in Southeast Asia Faktor-faktor Penentu Pembiayaan Bermasalah di Bank Islam : Bukti dari Perbankan Islam di Asia Tenggara. Jurnal Ekonomi Syariah Teori dan Terapan 11(2), 135–147. https://doi.org/10.20473/vol11iss20242pp135-147
Ramadhani, F., Hakim, D. A. M., & Fitriyani. (2023). Analisis Determinan Variabel Kinerja Keuangan Terhadap Total Aset Perbankan Syariah. AL-KAINAH: Journal of Islamic Studies, 2(2), 132–145. https://doi.org/10.69698/jis.v2i2.465
Riani, R. (2021). Does COVID-19 Pandemic Affect Bank Credit Risk? Ekonomi Islam Indonesia, 3(1). https://doi.org/10.58968/eii.v3i1.42
Runa Wardani, & Muhammad Yahya. (2024). Hubungan Capital Adequacy Ratio, Inflasi dan Kurs Terhadap Non Performing Financing Sektor UMKM Pada Perbankan Syariah. Jurnal Investasi Islam, 8(2), 273–293. https://doi.org/10.32505/jii.v8i2.7736
Safarda, R. N., Wahyudi, R., & Mubarok, F. K. (2023). Islamic and Conventional Banking: A Comparison of Financial Performance During the Covid-19 Pandemic. Journal of Islamic Economic and Business Research, 3(1), 83–96. https://doi.org/10.18196/jiebr.v3i1.113
Salas, Mb., Lamothe, P., Delgado, E., Fernández-Miguélez, A. L., & Valcarce, L. (2024). Determinants of Nonperforming Loans: A Global Data Analysis. Computational Economics, 64(5), 2695–2716. https://doi.org/10.1007/s10614-023-10543-8
Saputro, S. A., & Safuan, S. (2024). Pengaruh Kompetisi Perbankan terhadap Stabilitas Keuangan: Pengujian Hipotesis Competition-Stability vs. Competition-Fragility. Jurnal Ekonomi Indonesia, 13(1), 43–67. https://doi.org/10.52813/jei.v13i1.519
Srairi, S. A. (2010). Cost and profit efficiency of conventional and Islamic banks in GCC countries. Journal of Productivity Analysis, 34(1), 45–62. https://doi.org/10.1007/s11123-009-0161-7
Surepno, S., Azmi, S. N., & Subchanifa, D. P. V. (2023). Determinan Non-Performing Financing pada Bank Pembiayaan Rakyat Syariah di Indonesia. EL MUHASABA: Jurnal Akuntansi (e-Journal), 14(1), 1–12. https://doi.org/10.18860/em.v14i1.15113
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