Main Article Content

Abstract

This study aims to determine the level of performance efficiency of Regional Development Banks in Indonesia. This study uses Data Envelopment Analysis with a non-parametric Banker-Charnes-Cooper model approach to investigate variable return to scale, variable projections, and panel data regression. Input variables include third-party funds, non-interest expenses, interest expenses, and employee costs, while output variables include loans, interest income, and operating income apart from interest with control variables namely net interest margin, operating costs to operating income, loan-to-deposit ratio, and capital adequacy ratio. The findings show that net interest margin, operational costs on operational income, loan-to-deposit ratio, and capital adequacy ratio have a positive and significant effect on the efficiency of Regional Development Banks in Indonesia. However, we found that on average Regional Development Banks in Indonesia were still not efficient in carrying out their operational activities, although some showed quite good performance in the IRS, CRS, and DRS situations during the observation period which had implications for the performance of Regional Development Banks which was not yet optimal.

Keywords

DEA efficiency regional development banks panel data regression

Article Details

How to Cite
Andani, A. C., Prasetyo, A. S., & Nugroho, D. (2024). Efficiency of Indonesia’s Regional Development Banks: Evidence from a Non-Parametric Data Envelopment Analysis Method. Jurnal Ekonomi Pembangunan, 21(2), 135–156. https://doi.org/10.29259/jep.v21i2.22406

References

  1. Abidin, Z., Prabantarikso, R. M., Wardhani, R. A., & Endri, E. (2021). Analysis of Bank Efficiency Between Conventional Banks and Regional Development Banks in Indonesia. Journal of Asian Finance, Economics and Business, 8(1), 741–750. https://doi.org/10.13106/jafeb.2021.vol8.no1.741
  2. Adeabah, D., & Andoh, C. (2020). Cost Efficiency and Welfare Performance of Banks: Evidence from An Emerging Economy. International Journal of Managerial Finance, 16(5), 549–574. https://doi.org/10.1108/IJMF-06-2019-0212
  3. Adusei, M. (2016). Determinants of Bank Technical Efficiency: Evidence From Rural and Community Banks in Ghana. Cogent Business and Management, 3(1), 1–15.
  4. Alber, N., Elmofty, M., Walied, I., & Sami, R. (2019). Banking Efficiency: Concepts, Drivers, Measures, Literature and Conceptual Model. SSRN Electronic Journal, 2(3), 1–24. https://doi.org/10.2139/ssrn.3310982
  5. Antil, S., Kumar, M., & Swain, N. (2020). Evaluating the efficiency of regional rural banks across the Indian states during different phases of structural development. Applied Economics, 52(41), 4457–4473. https://doi.org/https://doi.org/10.1080/00036846.2020.1735622
  6. Anwar, A., & Pasryb, A. S. U. (2022). Analisis Kinerja Keuangan Bank Pembangunan Daerah Menggunakan Metode Rgec Periode periode 2012-2021. Kinerja, 19(2), 513–521. https://doi.org/10.30872/jkin.v19i2.11173
  7. Ardiansyah, F., Siregar, M. E., Hakim, D. B., & Siregar, H. (2021). Determinant Factors Affecting Efficiency Intermediation and Production Approach Case Study : Bank Buku II Go Public In Indonesia). Advances in Economics, Business and Management Research, 184(Biec 2020), 139–144.
  8. Arif, A. (2019). Pengaruh Risiko Kredit Dan Ukuran Perusahaan Terhadap Net Interest Margin (Nim) Di Sektor Perbankan. Jurnal Informasi, Perpajakan, Akuntansi, Dan Keuangan Publik, 13(1), 1–14. https://doi.org/10.25105/jipak.v13i1.4955
  9. Cheng, P., Jin, Q., Jiang, H., Hua, M., & Ye, Z. (2020). Efficiency assessment of rural domestic sewage treatment facilities by a slacked-based DEA model. Journal of Cleaner Production, 267, 122111. https://doi.org/10.1016/j.jclepro.2020.122111
  10. Devi, A., & Firmansyah, I. (2020). Efficiency Determinant Analysis in Islamic Bank in Indonesia Efficiency Determinant Analysis in Islamic Bank in Indonesia. Ekonomi dan Perbankan Syariah, 3(3), 1–14. https://doi.org/10.18326/muqtasid.v11i2.104-116
  11. Diallo, B. (2018). Bank efficiency and industry growth during financial crises. Economic Modelling, 68(June 2016), 11–22. https://doi.org/10.1016/j.econmod.2017.03.011
  12. Endri, E., Fatmawatie, N., Sugianto, S., Humairoh, H., Annas, M., & Wiwaha, A. (2022). Determinants of efficiency of Indonesian Islamic rural banks. Decision Science Letters, 11(4), 391–398. https://doi.org/10.5267/j.dsl.2022.8.002
  13. Eyceyurt Batir, T., Volkman, D. A., & Gungor, B. (2017). Determinants of bank efficiency in Turkey: Participation banks versus conventional banks. Borsa Istanbul Review, 17(2), 86–96. https://doi.org/10.1016/j.bir.2017.02.003
  14. Fauzi, R., & Daud, R. M. (2020). Pengaruh Beban Operasional Pendapatan Operasional (Bopo), Non Performing Financing , dan Ukuran Perusahaan Terhadap Tingkat Efisiensi Perbankan Syariah Di Indonesia. Jurnal Ilmiah Mahasiswa Ekonomi Akuntansi, 5(3), 460-468.
  15. Fernandes, F. D. S., Stasinakis, C., & Bardarova, V. (2018). Two-stage DEA- T runcated R egression : Application in banking efficiency and financial development. Expert Systems With Applications, 96(3), 284–301. https://doi.org/10.1016/j.eswa.2017.12.010
  16. Ganefi, Ermawati, H. (2020). Struktur Kompetitif dan Efisiensi Teknis Industri Perbankan In Indonesia. Aplikasi Manajemen dan Bisnis, 6(3), 643–652. https://doi.org/http://dx.doi.org/10.17358/jabm.6.3.643
  17. Grmanová, E., & Ivanová, E. (2018). Efficiency of banks in Slovakia: Measuring by DEA models. Journal of International Studies, 11(1), 257–272. https://doi.org/10.14254/2071-8330.2018/11-1/20
  18. Haralayya, D., & Aithal, P. S. (2021). Analysis of Bank Performance Using Camel Approach. Journal of Emerging Technologies and Innovative Research 8(5), 305–314.
  19. Haryanto, S. (2018). Determinan Efisiensi Bank: Analisis Bank Di Indonesia. Accounting and Financial Review, 1(1), 46–52. https://doi.org/10.26905/afr.v1i1.2230
  20. Herdhayinta, H., & Supriyono, R. A. (2019). Determinants of Bank Profitability: the Case of the Regional Development Bank (Bpd Bank) in Indonesia. Journal of Indonesian Economy and Business, 34(1), 1. https://doi.org/10.22146/jieb.17331
  21. Hutama, G. A., & Prasetyo, A. D. (2016). Are foreign banks more efficient than domestic banks? Case study: Indonesia. Journal of Business and Management, 5(5), 711–726.
  22. Ismaulina, Wulansari, A., & Safira, M. (2020). Capital Adequacy Ratio (CAR) and Influencing Factors in Mandiri Syariah Bank. I-FINANCE: A Reaserch Journal on Islamic Finance, 06(02), 168–184. http//jurnal.radenfatah.ac.id/index.php/i-finance
  23. Istinfarani, S., & Azmi, F. (2020). Faktor Penentu Tingkat Efisiensi Kinerja Perbankan. Jurnal Akuntansi Dan Pajak, 20(2), 230–240. https://doi.org/10.29040/jap.v20i2.800
  24. Izzeldin, M., Johnes, J., Ongena, S., Pappas, V., & Tsionas, M. (2021). Efficiency convergence in Islamic and conventional banks. Journal of International Financial Markets, Institutions and Money, 70(6), 1–24. https://doi.org/10.1016/j.intfin.2020.101279
  25. Jelassi, M. M., & Delhoumi, E. (2021). What explains the technical efficiency of banks in Tunisia? Evidence from a two-stage data envelopment analysis. Financial Innovation, 7, 64. https://doi.org/10.1186/s40854-021-00282-w
  26. Jurkonyte, E., & Cvilikas, A. (2016). Assesemnt of Risk Management Economic Efficiency Applying Economic Logistic Theory. Transformations in Business & Economics, 15(3), 207–220.
  27. Kamarudin, F., Sufian, F., Nassir, A. M., Anwar, N. A. M., & Hussain, H. I. (2019). Bank Efficiency in Malaysia a DEA Approach. Journal of Central Banking Theory and Practice, 8(1), 133–162. https://doi.org/10.2478/jcbtp-2019-0007
  28. Lawrence., B., Obalade, A. A., & Akande, J. O. (2021). Political risk and banking sector performance in Nigeria. Banks and Bank Systems, 16(3), 1–12. https://doi.org/10.21511/bbs.16(3).2021.01
  29. Liviawati, Aljufri, & Wardi, J. (2019). Faktor-faktor yang Mempengaruhi Efisiensi Perbankan Suatu Studi pada Bank BUMN yang Terdaftar di Bursa Efek Indonesia. Jurnal Akuntansi Kompetif, 2(3), 95-101.
  30. Lutfi, & Suyatno. (2019). Determinants of bank efficiency: Evidence from Indonesian regional development banks using data envelopment analysis. Jurnal Ekonomi Malaysia, 53(3).
  31. Masitoh, N. (2017). Analysis of Technical Efficiency of Rural Bank in Tasikmalaya Indonesia Using Data Envelopment Analysis (DEA) Approach. Economics, 6(3), 38-43
  32. Mckinley, V., & Banaian, K. (2005). Central Bank Operational Efficiency: Meaning and Measurment. Central Banking, 7(4), 1–38.
  33. Milenkovi, N. (2022). External Two Stage DEA Analysis of Bank Efficiency in West Balkan Countries. Sustainability, 14(2), 978. https://doi.org/10.3390/su14020978
  34. Nasution, S., Siregar, H., & Noviati, T. (2020). Efficiency Analysis Of Bank Bumn Buku Empat And Its Determinant In Indonesia. Journal of Applied Magement, 18(1)(30), 95–104.
  35. Nguyen, T. D., & Pham, H. H. (2021). The Safety Threshold of Vietnam’s Banks During Covid-19. Jurnal Keuangan dan Perbankan, 25(4), 776–786. https://doi.org/10.26905/jkdp.v25i4.5929
  36. Nidar, S. R., Anwar, M., Komara, R., & Layyinaturrobaniyah. (2020). Determinant of regional development bank efficiency for their sustainability issues. Entrepreneurship and Sustainability Issues, 8(1), 1133–1145.
  37. Ningsih, M. R., & Mahfudz, M. S. (2020). Dampak Pandemi Covid-19 Terhadap Manajemen Industri Perbankan Syariah: Analisis Komparatif. Ekonomi dan Manajemen, 2(1), 1–10. https://doi.org/10.46918/point.v2i1.576
  38. Noor, F. (2020). Kompetisi Net Interest Margin (NIM) Perbankan Indonesia : Bank Konvensional Dan Syariah. Jurnal Dinamika Ekonomi dan Bisnis, 12(2), 143–162.
  39. Othman, F. M., Mohd-Zamil, N. A., Rasid, S. Z. A., Vakilbashi, A., & Mokhber, M. (2016). Data envelopment analysis: A tool of measuring efficiency in banking sector. International Journal of Economics and Financial Issues, 6(3), 911–916.
  40. Pambuko, Z. B. (2016). Determinan Tingkat Efisiensi Perbankan Syariah Di Indonesia: Two Stages Data Envelopment Analysis. Cakrawala: Jurnal Studi Islam, 11(2), 178–194. https://doi.org/10.31603/cakrawala.v11i2.249
  41. Partovi, E., & Matousek, R. (2019). Bank efficiency and non-performing loans: Evidence from Turkey. Research in International Business and Finance, 48(December 2018), 287–309. https://doi.org/10.1016/j.ribaf.2018.12.011
  42. Pratiwi, N. M. D., & Adriati, I. G. A. W. (2020). Dampak Penurunan Suku Bunga Kredit terhadap Penyaluran Kredit di LPD Kuta Saat Pandemi Covid-19. Widya Manajemen, 4(2), 81–87. https://doi.org/10.32795/widyamanajemen.v2i2.909
  43. Putri, H. T., Susetyo, D., Marissa, F., & Sukanto, S. (2023). The Effect of Economic Growth, Fiscal Decentralization, Fiscal Stress, and Economic Openness on Regional Inequality. Jurnal Ekonomi Pembangunan, 20(2), 181–192. https://doi.org/10.29259/jep.v20i2.19113
  44. Puspasari, A. (2020). Bank Specific Factors Affecting the Efficiency of Regional Development Bank in Indonesia. JIMFE (Jurnal Ilmiah Manajemen Fakultas Ekonomi), 6(2), inpress.
  45. Rahayu, H. S., Budiyono, B., & Usodo, B. (2016). Metode Penelitian Kuantitatif. Journal of Mathematics and Mathematics Education, 6(2), 1–39. https://doi.org/10.20961/jmme.v6i2.10058
  46. Rumiasih, N. A., & Enayatullah, I. H. (2018). Analisis Efisiensi Bank Syariah Mandiri Tahun 2010-2018 Dengan Pendekatan Stochastic Frontier Approach (SFA). Neraca Keuangan : Jurnal Ilmiah Akuntansi Dan Keuangan, 13(2). https://doi.org/10.32832/neraca.v13i2.2305
  47. Rusdiansyah, M., & Hayat, A. (2022). Pengaruh non performing loan , net interest margin , beban operasional berbanding pendapatan operasional dan fee based income terhadap laba perusahaan. Fair Value: Jurnal Ilmiah Akuntansi Dan Keuangan, 4(8), 3674–3682.
  48. Sangadji. (2018). Pengaruh Asean Economic Community Terhadap Pertumbuhan Ekonomi Sulawesi Utara. Jurnal Politico, 7(1), 1–10.
  49. Saragih, J. P. (2017). Laporan Kinerja Keuangan Bank Pembangunan Daerah dalam Konteks Transparansi dan Akuntanbilitas Keuangan Publik. Jurnal BPPK, 10(3), 59–70.
  50. Say, J., Zhao, H., Agbenyegah, F. S., Nusenu, A. A., Boadi, E. A., & Egbadewoe, S. M. (2020). Regional efficiency disparities in rural and community banks in Ghana: A data envelopment analysis. Journal of Psychology in Africa, 30(3), 249–256.
  51. Shafron, E. annie chiksen. (2019). Iasb—the accounting tower of babel: language and the translation of international accounting standards. Journal of Economic Literature, 7(5), 1–67. https://www.ptonline.com/articles/how-to-get-better-mfi-results
  52. Silva, Bertoncini, A., Pinheiro, T., & Machado, F. (2017). Newly discovered reefs in the southern Abrolhos Bank, Brazil: Anthropogenic impacts and urgent conservation needs. Marine Pollution Bulletin, 114(1), 123–133. https://doi.org/10.1016/j.marpolbul.2016.08.059
  53. Singh, O., & Bansal, S. (2017). An analysis of revenue maximising efficiency of public sector banks in the post-reforms period. Journal of Central Banking Theory and Practice, 6(1), 111–125. https://doi.org/10.1515/jcbtp-2017-0006
  54. Sintha, L. (2020). Kinerja Efisiensi Industri Perbankan Indonesia: Bank Pembangunan Daerah. Jurnal Mitra Manajemen, 6(1), 1–10. https://journal.universitassuryadarma.ac.id/index.php/jmm/article/download/538/504
  55. Sudarmawanti, E., & Pramono, J. (2017). Pengaruh Car, Npl, Bopo, Nim Dan Ldr Terhadap Roa (Studi kasus pada Bank Perkreditan Rakyat di Salatiga yang terdaftar di Otoritas Jasa Keuangan Tahun 2011-2015). Among Makarti, 10(1), 1–18. https://doi.org/10.52353/ama.v10i1.143
  56. Sutanto, H. A. (2018). Analisis Efisiensi Teknis Bank Pembangun. Jejak, 8(1), 23–35. https://doi.org/10.15294/jejak.v8i1.3851
  57. Syaputra, R., & Abidin, Z. (2022). Performance Analysis Of Regional Development Efficiency Banks In Indonesia Using Data Envelopment Analysis (DEA) Approach. American International Journal of Business Management, 5(01), 134–140.
  58. Tsionas, E. G., & Mamatzakis, E. C. (2017). Adjustment costs in the technical efficiency: An application to global banking. European Journal of Operational Research, 256(2), 640–649.
  59. Wang, N., Chen, J., Yao, S., & Chang, Y. (2017). A meta-frontier DEA approach to e ffi ciency comparison of carbon reduction technologies on project level. Renewable and Sustainable Energy Reviews, 4(August), 1–7. https://doi.org/10.1016/j.rser.2017.09.088
  60. Warno, & Farida, D. N. (2017). Kompetisi Net Interest Margin (NIM) Perbankan Indonesia : Bank Konvensional Dan Syariah. Jurnal Dinamika Ekonomi Dan Bisnis (JDEB), 12(2), 143–162.
  61. Wendha, D. N., & Alteza, M. (2020). Analisis Efisiensi Perbankan Hasil Merger di Indonesia dengan Metode Two-Stage Data Envelopment Analysis. Jurnal Ilmu Manajemen, 17(2), 85–97. https://journal.uny.ac.id/index.php/jim/article/view/34778
  62. Wulandari, S. F., & Ryandono, M. N. H. (2020). Determinan Efisiensi Perbankan Di Indonesia (Studi Empiris Pada Bank Umum Syariah Di Indonesia Periode 2012-2018). Jurnal Ekonomi Syariah Teori Dan Terapan, 7(12), 2436. https://doi.org/10.20473/vol7iss202012pp2436-2452
  63. Xiazi, X., & Shabir, M. (2022). Coronavirus pandemic impact on bank performance. Frontiers in Psychology, 13(3), 1–14. https://doi.org/10.3389/fpsyg.2022.1014009
  64. Yonnedi, E., & Rahman Panjaitan, A. (2019). Efficiency and Productivity Analysis of Indonesian Regional Development Banks: Multi-Stage Dea Approach and Malmquist Productivity Index. Jurnal Bisnis dan Manajemen, 20(2), 145–174.
  65. Zhou, X., Xu, Z., Chai, J., Yao, L., Wang, S., & Lev, B. (2018). Efficiency evaluation for banking systems under uncertainty: A multi-period three-stage DEA model. Omega, 19(2)(4), 1-3o. https://doi.org/10.1016/j.omega.2018.05.012
  66. Zhuang, H., Yin, H., Wang, M., & Yang, J. (2019). Bank efficiency and regional economic growth: Evidence from China. Annals of Economics and Finance, 20(2), 661–689.

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