Comparative Efficiency Analysis of Conventional and Islamic Commercial Banks in Indonesia, 2020–2024: Evidence from Data Envelopment Analysis (DEA)

Authors

  • Denia Maulani Ibn Khaldun University Bogor
  • Kusnadi Sekolah Tinggi Penerbangan Aviasi

DOI:

https://doi.org/10.61194/ijjm.v7i3.2324

Keywords:

Constant Return to Scale (CRS), Data Envelopment Analysis (DEA), Efficiency, Variable Return to Scale (VRS)

Abstract

Indonesia operates a dual banking system in which Conventional Commercial Banks (BUK) and Islamic Commercial Banks (BUS) coexist under OJK supervision, yet an updated post-pandemic empirical reassessment covering the full 2020–2024 window that jointly applies CRS and VRS specifications and complements DEA with a formal non-parametric group comparison remains limited. This study estimates an output-oriented intermediation DEA model under both specifications using four inputs (total assets, operating expenses, third-party funds/DPK, and capital) and four outputs (loans or financing, interest income or profit-sharing, net income, and operating income) for a purposive sample of 11 BUK and 5 BUS (n = 80 bank-year observations). Because the Shapiro–Wilk test rejected normality for both groups under both specifications (p < 0.001), the Mann–Whitney U test was employed. Under CRS, Asymp. Sig. = 0.194 (> 0.05) indicates no significant overall technical-efficiency gap; under VRS, Asymp. Sig. = 0.018 (< 0.05) indicates a statistically significant difference with BUS attaining a higher mean rank (48.46 vs. 36.88), best interpreted as a scale-adjusted pure technical efficiency advantage. Both bank categories recorded mean efficiency scores below 1.00 under both specifications, signalling persistent inefficiency; the significant VRS result combined with the non-significant CRS result indicates that BUS inefficiency is largely scale-driven rather than managerial. Findings should be interpreted with caution given the inherently small BUS sample (n = 5 banks), which constrains statistical power and limits generalizability beyond the study's inclusion criteria.

Downloads

Download data is not yet available.

References

Abdullah, L., Ong, W., & Sanusi, N. A. (2019). Efficiency Measures of Islamic banks Using Data Envelopment Analysis Frontier: Evidence from Malaysia. ICIC Express Letters, Part B: Applications, 10(8), 689–695.

Aisyah, R. N., & Bakhtiar, F. (2024). Analisis Perbedaan Tingkat Efisiensi Bank Umum Syariah dan Bank Umum Konvensional di Indonesia Melalui Pendekatan DEA periode 2020–2022. Study of Scientific and Behavioral Management (SSBM), 5(3), 1–15.

Amalia, A., & Fitri, M. (2018). Analisis Perbandingan Efisiensi Bank Umum Konvensional dan Bank Umum Syariah di Indonesia dengan Menggunakan Metode Data Envelopment Analysis. Jurnal Ilmiah Mahasiswa Ekonomi Akuntansi, 3(3), 342–352.

Ascarya, A., & Yumanita, D. (2009). Comparing the Efficiency of Islamic Banks in Malaysia and Indonesia. Buletin Ekonomi Moneter Dan Perbankan, 11(2), 95–119. https://doi.org/https://doi.org/10.21098/bemp.v11i2.237

Ascarya, & Yumanita, D. (2006). Analisis Efisiensi Perbankan Syariah di Indonesia dengan Data Envelopment Analysis. TAZKIA Islamic Finance and Business Review, 1(2), 1–18.

Badruzaman, J. (2020). Analisis Efisiensi dan Kinerja Bank Syariah di Indonesia. Jurnal Akuntansi, 15(1), 20–27.

Banker, R. D., Charnes, A., & Cooper, W. W. (1984). Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis. Management Science, 30(9), 1078–1092. https://doi.org/10.1287/mnsc.30.9.1078

Berger, A. N., & Humphrey, D. B. (1997). Efficiency of Financial Institutions: International Survey and Directions for Future Research. European Journal of Operational Research, 98(2), 175–212. https://doi.org/10.1016/S0377-2217(96)00342-6

Cahyadi, R. A., Mulyadi, J. M. V, & Yusuf, M. (2018). Perbedaan Efisiensi Bank Umum Konvensional: Pendekatan Data Envelopment Analysis. Jurnal Ekonomi, Bisnis & Manajemen, 2(3), 240–261.

Chabachib, M., Windriya, A., Robiyanto, R., & Hersugondo, H. (2019). A Comparative Study of Indonesian and Malaysian Islamic banks. Banks and Bank Systems, 14(4), 55–68. https://doi.org/10.21511/bbs.14(4).2019.06

Charnes, A., Cooper, W. W., & Rhodes, E. (1978). Measuring the Efficiency of Decision Making Units. European Journal of Operational Research, 2(6), 429–444. https://doi.org/10.1016/0377-2217(78)90138-8

Chowdhury, M. A. M., & Haron, R. (2021). The Efficiency of Islamic Banks in the Southeast Asia (SEA) Region. Future Business Journal, 7(1), 16. https://doi.org/10.1186/s43093-021-00062-z

Christianti, A. (2021). Efficient Comparison of The Top 10 Largest Commercial Banks in Indonesia: DEA (Data Envelopment Analysis). Mix: Jurnal Ilmiah Manajemen, 11(3), 427. https://doi.org/10.22441/mix.2021.v11i3.009

Devi, S. A., Amaliah, I., & Nurfahmiyati. (2022). Efisiensi Perbankan Syariah di Indonesia Periode 2015-2020. Bandung Conference Series: Economics Studies, 2(1), 60–67. https://doi.org/10.29313/bcses.v2i1.1067

Ersangga, D., & Atahau, A. D. R. (2019). Perbandingan Efisiensi Bank Umum Pemerintah dan Bank Umum Swasta dengan Pendekatan Data Envelopment Analysis. Modus, 31(1), 72–88.

Fakhrunnas, F. (2018). Efisiensi Perbankan Islam di Asia Tenggara. Jurnal Ekonomi & Keuangan Islam, 27–35. https://doi.org/10.20885/jeki.vol3.iss1.art4

Firdaus, M. F., & Hosen, M. N. (2014). Efisiensi Bank Umum Syariah Menggunakan Pendekatan Two-stage Data Envelopment Analysis. Buletin Ekonomi Moneter Dan Perbankan, 16(2), 167–188. https://doi.org/10.21098/bemp.v16i2.31

Hadad, M. D., Santoso, W., Ilyas, D., & Mardanugraha, E. (2003). Analisis Efisiensi Industri Perbankan Indonesia: Penggunaan Metode Nonparametrik Data Envelopment Analysis (DEA). Working Paper Bank Indonesia, 7(5), 1–28.

Hadini, M. L., & Wibowo, D. (2021). Komparasi Efisiensi Bank Konvensional dan Bank Syariah di Indonesia Berdasarkan Data Envelopment Analysis (DEA). Jurnal Ilmu Dan Riset Akuntansi, 10(1), 1–25.

Hardianto, D. S., & Wulandari, P. (2016). Islamic Bank vs Conventional Bank: Intermediation, Fee Based Service Activity and Efficiency. International Journal of Islamic and Middle Eastern Finance and Management, 3(2), 296–311.

Hibatullah, I., & Nurcahyani, A. (2021). Analysis Efficiency of Islamic Bank in Indonesia and Saudi Arabia With Data Envelopment Analysis Approach. ISLAMICONOMIC: Jurnal Ekonomi Islam, 12(2). https://doi.org/10.32678/ijei.v12i2.306

Ifanda Akbar, R., & Wuryani, E. (2018). Analisis Perbandingan Efisiensi Bank Umum Syariah dan Bank Umum Konvensional dengan Menggunakan Metode Data Envelopment Analysis. Jurnal Akuntansi Akunesa, 6(2), 1–10.

Ikhwan, I., & Riani, R. (2023). Stability of Islamic Bank Efficiency in Indonesia and Malaysia: Has COVID-19 Made Any Difference? Journal of Islamic Monetary Economics and Finance, 9(3), 491–510. https://doi.org/10.21098/jimf.v9i3.1526

Ischak, S. A., Maarif, M. S., Hermadi, I., & Asikin, Z. (2024). Efficiency and Competitiveness of Banking in Indonesia Based on Bank Core Capital Group. Economies, 12(12), 345. https://doi.org/10.3390/economies12120345

Kamarni, N., Erlina, E., Habbe, A. H., Zakaria, R. H., & Andrianus, F. (2025). Efficiency of the Banking Sector in Indonesia, Conventional and Islamic: A Stochastic Frontier Analysis. International Journal of Innovative Research and Scientific Studies, 8(2), 4594–4604. https://doi.org/10.53894/ijirss.v8i2.6403

Kusumaningsih, R. P., Mulyadi, J., Sihite, M., & Djaddang, S. (2023). Analisis Efisiensi Bank Pemerintah Indonesia dengan Data Envelopment Analysis – DEA. Jurnal Akunida, 9(2), 137–150. https://doi.org/10.30997/jakd.v9i2.11512

Lestari, A., & Huda, N. (2020). Analisis Efisiensi Bank Umum Syariah Pendekatan Data Envelopment Analysis (DEA) (Periode 2015-2019). JEBA (Journal of Economics and Business Aseanomics), 5(1). https://doi.org/10.33476/j.e.b.a.v5i1.1402

Muharam, H., & Pusvitasari, R. (2007). Analisis Perbandingan Efisiensi Bank Syariah di Indonesia dengan Metode Data Envelopment Analysis. Jurnal Ekonomi Dan Bisnis Islam, 2(3), 80–116.

Rani, L. N., & Kassim, S. (2020). Comparing the Intertemporal Efficiency of Islamic Banks in Indonesia and Malaysia. Journal of Islamic Monetary Economics and Finance, 6(4), 861–894. https://doi.org/10.21098/jimf.v6i4.1147

Rasyid Rabbani, F., & Fitri, M. (2024). Perbandingan Efisiensi Bank Syariah di Indonesia Menggunakan Data Envelopment Analysis (DEA). Jurnal Ilmiah Mahasiswa Ekonomi Islam, 6(1), 89–104.

Riani, D., & Hendrawan, S. (2020). Data Envelopment Analysis (DEA): Perbandingan Efisiensi Bank Syariah dan Bank Konvensional Periode 2014–2018. Neraca Keuangan : Jurnal Ilmiah Akuntansi Dan Keuangan, 15(2), 25–41. https://doi.org/10.32832/neraca.v15i2.3498

Rusydiana, A. S., & As-Salafiyah, A. (2021). DEA Window Analysis of Indonesian Islamic Bank Efficiency. Journal of Islamic Monetary Economics and Finance, 7(4), 733–758. https://doi.org/10.21098/jimf.v7i4.1410

Sari, P. R. K., & Nuwailah. (2022). Comparative Study Between Conventional and Islamic banks During pandemic COVID-19. Valid: Jurnal Ilmiah, 20(1), 42–53.

Sholihah, E. (2021). Efisiensi Kinerja Keuangan Sektor Perbankan Indonesia di Masa Pandemi Covid-19. JRMSI - Jurnal Riset Manajemen Sains Indonesia, 12(2), 287–304. https://doi.org/10.21009/JRMSI.012.2.06

Susila, M. R., Nugroho, W. C., & Arini, D. (2024). Komparasi Efisiensi Bank Umum Konvensional Pemerintah dan Bank Umum Konvensional Swasta dengan Pendekatan Data Envelopment Analysis. Jurnal Samudra Ekonomi dan Bisnis, 15(1), 162–173. https://doi.org/10.33059/jseb.v15i1.7695

Yusuf, A. A., Santi, N., & Rismaya, E. (2021). The Efficiency of Islamic banks: Empirical Evidence from Indonesia. Journal of Asian Finance, Economics and Business, 8(4), 239–247.

Downloads

Published

2026-07-24

How to Cite

Maulani, D., & Kusnadi. (2026). Comparative Efficiency Analysis of Conventional and Islamic Commercial Banks in Indonesia, 2020–2024: Evidence from Data Envelopment Analysis (DEA). Ilomata International Journal of Management, 7(3), 1174–1181. https://doi.org/10.61194/ijjm.v7i3.2324

Issue

Section

Articles