Examining Financial and Macroeconomic Drivers of NPF in Islamic Rural Banks of Indonesia
DOI:
https://doi.org/10.24252/lamaisyir.v12i1.58247Keywords:
Examining Financial; , Macroeconomic;, NPF in Islamic Rural BanksAbstract
Islamic Rural Banks (BPRS) play an important role in promoting financial inclusion in Indonesia, particularly for micro and small enterprises. However, the high Non Performing Financing ratio indicates the poor quality of financing and risk management, which disrupts intermediation functions and threatens the stability of banks. This study aims to analyze the influence of financial and macroeconomic variables on BPRS NPF in the short and long term, using the Vector Error Correction Model approach based on monthly data from January 2021 to December 2024. The analysis results indicate that in the short term, the Capital Adequacy Ratio (CAR), Financing to Deposit Ratio (FDR), and inflation significantly increase NPF, whereas Gross Domestic Product (GDP) does not have a significant effect. In the long term, CAR and inflation continue to have a positive impact, while FDR and GDP are not significant. These findings highlight the need for BPRS to strengthen risk management systems, improve financing selection processes, and adjust BPRS operational strategies to macroeconomic dynamics. OJK needs to encourage the implementation of early warning systems and prudent financing limits, while the government needs to maintain macroeconomic stability, particularly in controlling inflation, to support the resilience and sustainability of BPRS in the future.
References
Annisa, N. D., & Inayati, N. I. (2022). Factors Influencing Non-Performing Financing Islamic Banking. Islamic Accounting Journal, 2(1), 51–62. https://doi.org/10.18326/iaj.v2i1.51-62
Arinda, N., Setiawan, I., & Tripuspitorini, F. A. (2022). Analisis Pengaruh Faktor Internal dan Eksternal terhadap Non-Performing Financing pada Bank Pembiayaan Rakyat Syariah di Indonesia. Journal of Applied Islamic Economics and Finance, 2(3), 480–490. https://doi.org/10.35313/jaief.v2i3.3026
Asiyah, B. N., Septiana, A., & Wahyudi, A. (2022). Determinants of Bank Mu’amalat Indonesia’s Non-Performing Financing: Internal and External Reviews. El-Qish: Journal of Islamic Economics, 2(2), 97–112. https://doi.org/10.33830/elqish.v2i2.4157.2022
Azizah, S. N. (2024). Analisis Pengaruh CAR, FDR, DAN NPF Terhadap Profitabilitas Pada BANK Umum Syariah Di Indonesia. Jurnal Riset Keuangan Dan Akuntansi, 10(1). https://doi.org/10.25134/jrka.v10i1.9719
Bauer, D. (2023). Information-Criterion-Based Lag Length Selection in Vector Autoregressive Approximations for I(2) Processes. Econometrics, 11(2), 11. https://doi.org/10.3390/econometrics11020011
Berger, A. N., & Boot, A. W. A. (2024). Financial intermediation services and competition analyses: Review and paths forward for improvement. Journal of nancial Intermediation, 57, 101072. https://doi.org/10.1016/j.jfi.2024.101072
Bülbül, D., Hakenes, H., & Lambert, C. (2019). What influences banks’ choice of credit risk management practices? Theory and evidence. Journal of Financial Stability, 40, 1–14. https://doi.org/10.1016/j.jfs.2018.11.002
Darmawanti, N. R., & Suprayogi, N. (2020). The Determinant of Non-Performing Financing of Sharia Banking In Indonesia: The Study of Meta-Analysis. Jurnal Ekonomi Syariah Teori Dan Terapan, 7(2), 269. https://doi.org/10.20473/vol7iss20202pp269-280
Diniz, M., B. Pereira, C., & Stern, J. (2020). Cointegration and Unit Root Tests: A Fully Bayesian Approach. Entropy, 22(9), 968. https://doi.org/10.3390/e22090968
Fahlevi, M. R. (2022). Pengaruh Inflasi, Kurs dan Gross Domestic Product terhadap Non Performing Financing (NPF) Perbankan Syariah Indonesia Periode 2016–2020. Jurnal Masharif Al-Syariah:Jurnal Ekonomi Dan Perbankan Syariah, 7(30), 482–509. https://doi.org/10.30651/jms.v7i2.13750
Fakhrunnas, F., Karina Tumewang, Y., & B. Hendrie Anto, M. (2021). The impact of inflation on Islamic banks’ home financing risk: Before and during the COVID-19 outbreak. Banks and Bank Systems, 16(2), 78–90. https://doi.org/10.21511/bbs.16(2).2021.08
Fatimah, N., & Izzaty, K. N. (2022). Analisis Pengaruh Faktor Internal dan Faktor Eksternal Terhadap Non Performing Financing (NPF) Pada Bank Umum Syariah di Indonesia. JIEF : Journal of Islamic Economics and Finance, 2(2), 51–66. https://doi.org/10.28918/jief.v2i2.5702
Gorton, G. B., & He, P. (2008). Bank Credit Cycles. Review of Economic Studies, 75(4), 1181–1214. https://doi.org/10.1111/j.1467-937X.2008.00497.x
Hernawati, E., Hadi, A. R. A., Aspiranti, T., & Rehan, R. (2021). Non-Performing Financing among Islamic Banks in Asia-Pacific Region. Cuadernos de Economia, 44(126), 1–9. https://doi.org/10.32826/cude.v1i126.501
Ikramina, C., & Sukmaningrum, P. S. (2021). Macroeconomic Factors On Non-Performing Financing In Indonesian Islamic Bank: Error Correction Model Approach. . Jurnal Ekonomi Dan Bisnis Islam (Journal of Islamic Economics and Business), 7(1), 34. https://doi.org/10.20473/jebis.v7i1.23647
Intan Lifinda Ayuning Putri, A Muhamad Jazuli, S. A. (2025). Non-Performing Financing Syariah: A Paradigm Analysis of Capital Adequacy Ratio and Finance to Deposit Ratio. Research Horizon, 5(2), 151–158. https://doi.org/10.54518/rh.5.2.2025.151-158
Iswanto, B. (2023). The Influence of CAR, FDR, Inflation, GDP, Mudharabah Financing, and Musyarakah Financing on NPF of Islamic Commercial Banks in Indonesia. Global Review of Islamic Economics and Business, 10(2). https://doi.org/10.14421/grieb.2022.102-07
Jokipii, T., & Milne, A. (2011). Bank capital buffer and risk adjustment decisions. Journal of Financial Stability, 7(3), 165–178. https://doi.org/10.1016/j.jfs.2010.02.002
Keuangan, O. J. (2025). OJK Cabut Izin Usaha PT BPRS Mojo Artho Kota Mojokerto (Perseroda). https://www.topbusiness.id/87295/ojk-cabut-izin-usaha-pt-bprs-mojo-artho-kota-mojokertoperseroda.html,
Khairiyah;, I. (2023). Analysis of the Influence of External Factors of Sharia Bank On Non-Performing Financing (NPF) of Indonesian Sharia Commercial Banks. Indonesian Interdisciplinary Journal of Sharia Economics 6(3), 1–9. https://doi.org/10.31538/iijse.v6i3.3899
Malfiandri. (2023). Pengaruh Pertumbuhan Ekonomi, Inflasi, Dan CAR (Captal Adequacy Ratio) Terhadap Ketahanan BNI Syariah Melalui Uji NPF Periode 2010-2020. . Sebi : Studi Ekonomi Dan Bisnis Islam, 5(2), 61–78. https://doi.org/10.37567/sebi.v5i2.2199
Meilani Lailatul Hidayati, & Hasanuh, N. (2022). Pengaruh CAR dan FDR Terhadap NPF Pada Bank Syariah yang Terdaftar Di OJK Periode 2018-2020. JRAK (Jurnal Riset Akuntansi Dan Bisnis), 8(2), 77–83. https://doi.org/10.38204/jrak.v8i2.871
Muhammad, M. (2019). Determinants of Non-Performing Financing (NPF) on Sharia Rural Banks (BPRS) in Indonesia. Efficient: Indonesian Journal of Development Economics, 2(1), 341–353. https://doi.org/10.15294/efficient.v2i1.28404
OJK. (2019). SEOJK No 28 /SEOJK.03/2019 Sistem Penilaian Tingkat Kesehatan Bank Pembiayaan Rakyat Syariah.
Pasaribu, R. A., & Indra, A. P. (2024). Peran Bank Pembiayaan Rakyat Syariah ( BPRS ) dalam Pengembangan UMKM di Indonesia ( Studi Kasus pada Bank Pembiayaan Rakyat Syariah Serambi Mekah , Langsa ). Innovative: Journal of Social Science Research 4(3), 13524–13539. https://doi.org/10.31004/innovative.v4i3.12100
Perdani, P., Maskudi, M., & Sari, R. L. (2020). Analisis Faktor-Faktor yang Mempengaruhi Non Performing Financing (NPF) Pada Bank Pembiayaan Rakyat Syariah (BPRS) di Indonesia Tahun 2013-2018. AKSES: Jurnal Ekonomi Dan Bisnis, 14(1). http://dx.doi.org/10.31942/akses.v14i1.3266
Prastyo, H. D., & Anwar, S. (2021). Pengaruh Inflasi, GDP, CAR, dan FDR Terhadap Non Performing Financing(NPF) Bank Umum Syariah. Jurnal Ekonomi, Manajemen, Bisnis Dan Sosial (Embiss), 1(4), 353–362. https://embiss.com/index.php/embiss
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