The Effect of Non-Performing Loans (NPL) and Operational Costs to Operating Income (BOPO) on Core Capital with Return on Assets (ROA) as a Mediating Variable in Rural Banks (BPR) in the East Bekasi Region for the Period of 2019-2024

Authors

  • Cecep Taofiqurrochman Universitas Ekuitas Indonesia, Indonesia
  • Puji Rahayu Universitas Ekuitas Indonesia, Indonesia
  • Ligardi Purnama Hasyim Universitas Ekuitas Indonesia, Indonesia

DOI:

https://doi.org/10.59188/eduvest.v6i2.52846

Keywords:

Non-Performing Loans, BOPO, Return on Assets, Core Capital, Rural Banks

Abstract

This study aims to analyze the effect of Non-Performing Loans (NPL) and Operational Costs to Operating Income (BOPO) on core capital, with Return on Assets (ROA) as a mediating variable in Rural Banks (Bank Perkreditan Rakyat/BPR) in the East Bekasi region for the period 2019–2024. This research employs a quantitative approach using secondary data obtained from the annual financial statements of 21 rural banks, which are structured as panel data and analyzed using the pooled data method. The analytical method applied is path analysis using a multiple linear regression approach with the assistance of SPSS version 25. The analysis is conducted through two structural models: the first model examines the effect of NPL and BOPO on ROA, while the second model examines the effect of NPL, BOPO, and ROA on core capital. The results indicate that NPL and BOPO have a negative and significant effect on core capital. NPL does not have a significant effect on ROA, whereas BOPO has a negative and significant effect on ROA. Furthermore, ROA is proven to have a positive and significant effect on core capital. The mediation test results show that ROA acts as a mediating variable in the relationship between NPL and BOPO and core capital, indicating that the impact of credit risk and operational efficiency on rural banks' capital does not occur solely through direct effects but is also transmitted through profitability performance.

References

Arnanto, T. T., & Lutfi, L. (2025). Internal financial determinants of profitability: Evidence from rural banks in Indonesia. Jurnal Ilmiah, 5, 573–586.

Assaf, A. G., Berger, A. N., Roman, R. A., & Tsionas, M. G. (2021). Does efficiency help banks survive and thrive during financial crises? Journal of Banking & Finance, 106, 105170. https://doi.org/10.1016/j.jbankfin.2019.105170

Aulia, R., & Anwar, S. (2021). Pengaruh biaya operasional dan pendapatan operasional, net operating margin, dana pihak ketiga, dan capital adequacy ratio terhadap profitabilitas bank syariah. Bukhori: Kajian Ekonomi dan Keuangan Islam, 1(1), 21–38.

Dewanti, A. S., Van Rate, P., & Untu, V. N. (2022). Pengaruh CAR, LDR, NPL, dan BOPO terhadap ROA pada BPR konvensional di Surakarta periode 2015–2020. Jurnal EMBA, 10(3), 246–256.

Ferly, M. M., Rinofah, R., & Kusumawardhani, R. (2023). Analisis pengaruh CAR dan BOPO terhadap ROA dengan NIM sebagai variabel intervening. Ekombis Review, 11(2), 1207–1220. https://doi.org/10.37676/ekombis.v11i2.3966

Hidayat, R., Lubis, F. R. A., & Salim, A. (2022). Analisis rasio NIM, BOPO, NPL, dan LDR terhadap ROA PT Bank Rakyat Indonesia. Jurnal Simki Economic, 5(1), 39–49.

Kasmir. (2015). Pengantar manajemen keuangan. Kencana.

Khamisah, N., Nani, D. A., & Ashsifa, I. (2020). Pengaruh NPL, BOPO, dan ukuran perusahaan terhadap ROA. Technobiz, 3(2), 18–23.

Linggadjaya, R. I. T., Atahau, A. D. R., Ugut, G. S. S., & Suk, K. S. (2025). The moderating role of capital adequacy on bank specific characteristics to sustainable growth: Evidence from commercial banks in Indonesia. SAGE Open, 15(1). https://doi.org/10.1177/21582440251353042

Majid, M. S. A., Hamdani, Nasir, M., & Faisal. (2018). SMEs' credit demand and economic growth in Indonesia. Regional Science Inquiry, 10(2), 121–133.

Nurcahyaningtyas, A. O. (2015). Pengaruh ROA, BOPO, LDR, dan NPL terhadap permodalan (CAR) BPR (Skripsi). Universitas Brawijaya.

Otoritas Jasa Keuangan. (2022). Peraturan Otoritas Jasa Keuangan Nomor 3/POJK.03/2022 tentang penilaian tingkat kesehatan BPR dan BPRS.

Otoritas Jasa Keuangan. (2024). Peraturan Otoritas Jasa Keuangan Nomor 7 Tahun 2024 tentang Bank Perekonomian Rakyat.

Otoritas Jasa Keuangan. (2025). Surat Edaran Otoritas Jasa Keuangan Nomor 2/SEOJK.03/2025 tentang kewajiban penyediaan modal minimum dan pemenuhan modal inti minimum BPR.

Pramono, S., Wahyudi, S., & Mawardi, W. (2024). Determinants of MSMEs' credit access: Evidence from Indonesian banks. Cogent Business & Management, 11(1), 2408927. https://doi.org/10.1080/23311975.2024.2408927

Putri, N. P. S. W., & Dana, I. M. (2018). Pengaruh NPL, likuiditas, dan rentabilitas terhadap CAR pada BPR konvensional. E-Jurnal Manajemen Universitas Udayana, 7(4), 1862–1889.

Saputri, I., & Sitorus, N. H. (2024). Analysis of the influence of bank financial performance on the profitability of conventional rural banks. International Journal of Economics, Management and Accounting, 2(1), 143–152.

Siniţîn, N., & Socol, A. (2020). Determinants of banking profitability through ROA and ROE: A panel data approach. Ovidius University Annals, Economic Sciences Series, 20(1), 1037–1043.

Siregar, S., Dwiastuti, D., Sari, P. I., & Hidayat, A. A. (2024). Examining non-performing loans on corporate financial sustainability: Evidence from Indonesia. Cleaner and Responsible Consumption, 12, 100163. https://doi.org/10.1016/j.clrc.2023.100163

Sutardiyanta, I., & Nugraha, N. (2024). The influence of BOPO, LDR, and NPL on profitability of KBMI 1 banks. Accounthink, 9(1).

Yuhasril. (2019). The effect of CAR, NPL, BOPO, NIM, and LDR on ROA. Research Journal of Finance and Accounting, 10(10).

Downloads

Published

2026-02-23

How to Cite

Taofiqurrochman, C., Rahayu, P. ., & Hasyim, L. P. . (2026). The Effect of Non-Performing Loans (NPL) and Operational Costs to Operating Income (BOPO) on Core Capital with Return on Assets (ROA) as a Mediating Variable in Rural Banks (BPR) in the East Bekasi Region for the Period of 2019-2024. Eduvest - Journal of Universal Studies, 6(2), 1787–1807. https://doi.org/10.59188/eduvest.v6i2.52846