Analysis of Non-Performing Loans and Interest Rates on Bank Jasa Jakarta's Profitability (2004–2024)
Abstract
This study examines the effect of Non-Performing Loan Gross (NPL Gross), Net Interest Margin (NIM), and BI Rate on the profitability of PT Bank Jasa Jakarta, measured by Return on Equity (ROE), over the period 2004–2024. Secondary data from 21 annual observations were analyzed using Ordinary Least Squares (OLS) multiple linear regression via EViews 13, with ROE(−1) included as a control variable, classical assumption tests confirmed normality, no multicollinearity (VIF < 2), no autocorrelation (DW = 1.886), and homoscedasticity. NPL Gross did not significantly affect ROE (p = 0.081) due to its consistently narrow variation. NIM negatively and significantly affected ROE (p = 0.014; coeff. = −17.97), reflecting an efficiency–profitability paradox during digital transformation. BI Rate negatively and significantly affected ROE (p = 0.001; coeff. = −7.85), consistent with monetary transmission theory. Simultaneously, the four variables explained 98.77% of ROE variation (Adjusted R² = 0.9877). Margin expansion during capital-intensive digital transformation does not improve profitability without operational cost discipline, management is advised to prioritize BOPO reduction and diversify funding toward low-cost CASA to reduce monetary policy sensitivity.
Downloads
References
A. D. Gbadebo, “Theories of financial intermediation: Evaluation and empirical relevance,” J. Law Sustain. Dev., vol. 12, no. 9, pp. 1–16, 2024, doi: 10.55908/sdgs.v12i9.3950.
Kontan.co.id, “Profil Bank Jasa Jakarta yang diakuisisi fintech asal Hong Kong,” 2021. [Online]. Available: https://keuangan.kontan.co.id/news/profil-bank-jasa-jakarta-yang-diakuisisi-fintech-asal-hong-kong
Antaranews, "Bank Jasa Jakarta resmi ubah nama perseroan jadi Bank Saqu Indonesia," 2025. [Online]. Available: https://www.antaranews.com/berita/4864033/
Bisnis.com, “Bank Jasa Jakarta (Bank Saqu) bukukan rugi Rp47,44 miliar sepanjang 2023.” [Online]. Available: https://finansial.bisnis.com/read/20240330/90/1753854/bank-jasa-jakarta-bank-saqu-bukukan-rugi-rp4744-miliar-sepanjang-2023
Antaranews, “Ketahanan perbankan Tanah Air di era suku bunga tinggi,” 2024. [Online]. Available: https://www.antaranews.com/berita/4089081/ketahanan-perbankan-tanah-air-di-era-suku-bunga-tinggi
R. Az-Zahra and I. Y. Pardistya, “Analisis pengaruh risiko suku bunga Bank Indonesia dan net interest margin terhadap profitabilitas bank konvensional di Indonesia,” J. Mirai Manaj., vol. 7, no. 1, pp. 133–142, 2022, doi: 10.37531/mirai.v7i1.1570
J. Darmawan, B. Laksana, and D. S. Danisworo, “Pengaruh non performing loan dan BI rate terhadap return on asset pada bank umum,” Indonesian. J. Econ. Manag., vol. 1, no. 1, pp. 174–183, 2020, doi: 10.35313/ijem.v1i1.2427
M. P. Gunawan and S. D. Rustariyuni, “The effect of NPL, BI rate, inflation, NIM, and CAR on the ROA of commercial banks in Indonesia during 2019–2023,” Digit. Innov. Int. J. Manag., vol. 2, no. 3, pp. 98–110, 2025, doi: 10.61132/digitalinnovation.v2i3.427.
H. Van Greuning and S. B. Bratanovic, Analyzing banking risk: A framework for assessing corporate governance and risk management, 4th ed. The World Bank, 2020. doi: 10.1596/978-1-4648-1446-4.
F. S. Mishkin, The economics of money, banking, and financial markets, 12th ed. Pearson Education, 2019.
Kasmir, Manajemen perbankan. PT RajaGrafindo Persada, 2019.
E. F. Brigham and J. F. Houston, Fundamentals of Financial Management, 16th ed. Mason, OH: Cengage Learning, 2021.
D. A. Aryatri, N. Sudjana, and Z. A. Zahroh, “Pengaruh return on asset (ROA), return on equity (ROE), net profit margin (NPM), dan earning per share (EPS) terhadap harga saham,” J. Adm. Bisnis, vol. 94, no. 1, pp. 1–10, 2021.
R. U. Sinaga, S. Sitompul, and D. F. Azhari, “Dampak Penerapan PSAK 71 terhadap Kinerja Keuangan Perbankan di Indonesia,” J. Akuntansi, Keuangan, dan Manaj., vol. 4, no. 3, pp. 245–260, 2023.
M. Luana, M. Adam, M. Widiyanti, and L. Fuadah, “The effect of ownership structure and non-performing loans on financial performance in ASEAN for the period of 2019–2023,” Int. J. Econ. Policy, vol. 3, no. 1, pp. 1–14, 2024. Available: https://ijeponline.org/index.php/journal/article/view/791
M. J. Sharif, M. A. Rahaman, and M. Moniruzzaman, “The Impact of Credit Risk and Bank-Specific Variables on Financial Performance of the Listed Commercial Banks in Bangladesh,” Int. J. Res. Innov. Soc. Sci., vol. VIII, no. VIII, pp. 3826–3839, 2024, doi: 10.47772/IJRISS.2024.8080285.
M. R. R. Akter and M. Sultana, “NPL scenario of banking industry in Bangladesh during pandemic,” IJEFM, vol. 10, no. 5, pp. 264–273, 2022.
C. Nichols, “The latest data on why going after Net Interest Margin as a bank is fool’s gold,” SouthState Correspondent Division, 2021.
U. Sekaran and R. Bougie, “Research methods for business,” 2020.
J. M. Wooldridge, Introductory econometrics: A modern approach, 7th ed. Cengage Learning, 2020.
Bank Saqu, “Laporan Tahunan PT Bank Jasa Jakarta 2004--2024,” 2024. [Online]. Available: https://www.banksaqu.co.id/id/tentang-kami/laporan-tahunan
D. N. Gujarati and D. C. Porter, Essentials of econometrics, 5th ed. McGraw-Hill Education, 2021.
A. Murdiyanto, “Pengaruh loan to deposit ratio (LDR), capital adequacy ratio (CAR), net interest margin (NIM) dan biaya operasional dibanding pendapatan operasional (BOPO) terhadap return on asset (ROA),” Din. Akuntansi, Keuang. dan Perbank., vol. 9, no. 1, pp. 1–12, 2020.
A. Saunders and M. M. Cornett, Financial institutions management: A risk management approach, 9th ed. McGraw-Hill Education, 2019.
P. P. Athanasoglou, S. N. Brissimis, and M. D. Delis, “Bank-specific, industry-specific and macroeconomic determinants of bank profitability,” J. Int. Financial Markets Inst. Money, vol. 18, no. 2, pp. 121–136, 2008. doi: 10.1016/j.intfin.2006.07.001.






















