Determinant of Efficiency in the Indonesian Islamic Banks
Abstract
This study aims to analyze the factors that influence the level of efficiency of Islamic commercial banks in Indonesia. The research employs a panel data analysis and a non-parametric Data Envelopment Analysis (DEA) to measure the level of efficiency. The panel data analysis showed that company size, profitability, liquidity, and management significantly affect the level of efficiency of Islamic banks in Indonesia, while capital and financing risk have no significant impact. The efficiency of Islamic banks in Indonesia should be maintained by balancing the distribution of assets, ensuring portfolio diversification, maintaining sufficient liquidity, and paying attention to management quality. The originality of this study, to the best of the author's knowledge, is that it is the first study to examine the determinants of efficiency in Indonesian Islamic commercial banks using quarterly data from the period of 2015-2020. As a result, the data analyzed has a sufficient amount.
JEL Classification: C02, C14, C23, G01
How to Cite:
Aliyah, H., Hamid, A., & Al Arif, M. N. R. (2023). Determinants of Efficiency in the Indonesian Islamic Banks. Signifikan: Jurnal Ilmu Ekonomi, 12(1), 161-174. https://doi.org/10.15408/sjie.v12i1.30376.
Keywords
References
Ascarya, & Yumanita, D. (2005). Bank Syariah: Gambaran Umum. Pusat Pendidikan dan Studi Kebanksentralan (PPSK). 14-38.
Ascarya, & Yumanita, D. (2006). Analisis Efisiensi Perbankan Syariah di Indonesia dengan Data Envelopment Analysis. TAZKIA Islamic Finance and Business Review, 1-31.
Ascarya. (2006). Akad dan Produk Bank Syariah: Konsep dan Praktek Dibeberapa Negara. Jakarta: Bank Indonesia.
Avkiran, N. K. (2015). An illustration of dynamic network DEA in commercial banking including robustness tests. Omega (United Kingdom),2-24.
Ayub, M. (2012). Understanding Islamic Finance. In Understanding Islamic Finance.
Banker, R. D., Charnes, A., & Cooper, W. W. (1984). Some Models For Estimating Technical And Scale Inefficiencies In Data Envelopment Analysis. Management Science, 1078-1092.
Bartuševičienė, I., & Šakalytė, E. (2013). Organizational Assessment: Effectiveness Vs . Efficiency. Social Transformations in Contemporary Society, 45-53.
Berger, A. N., & Humphrey, D. B. (1997). Efficiency of financial institutions: International survey and directions for future research. European Journal of Operational,
Charnes, A., Cooper, W. W., & Rhodes, E. (1978). Measuring the efficiency of decision making units. European Journal of Operational Research, 429-444.
Coelli, Tim, Rahman, S., & Thirtle, C. (2002). Technical, allocative, cost and scale efficiencies in Bangladesh rice cultivation: A non-parametric approach. Journal of Agricultural Economics, 607-626.
Coelli, Tim. (1996). A Guide To DEAP Version 2.1: Data Computer Analysis (Computer) Program. CEPA Working Papers, 1-49.
Coelli, Tim. (1998). A multi-stage methodology for the solution of orientated DEA models. Operations Research Letters, 143-149.
Coelli, Tim. (2005). A Guide to DEAP Version 2.1: A Data Envelopment Analysis (Computer) Program by. An Introduction to Efficiency and Productivity Analysis.
Cooper, W. W., Seiford, L. M., & Zhu, J. (2011). Handbook on Data Envelopment Analysis. Chapter 1:Data Envelopment Analysis, 315-362.
Dissanayake, C. K., Cross, J. A., & T-orabzadehkhorasani, S. (2017). Application of DEA vs. PLSPM in organizational performance measurement. 67th Annual Conference and Expo of the Institute of Industrial Engineers 2017.
Doumpos, M., Hasan, I., & Pasiouras, F. (2017). Bank overall financial strength: Islamic versus conventional banks. Economic Modelling, 1-12.
Drucker, P. F. (1963). Managing for Business Effectiveness. Harvard Business Review, hlm. 31-33.
Fernandes, F. D. S., Stasinakis, C., & Bardarova, V. (2018). Two-stage DEA-Truncated Regression: Application in banking efficiency and financial development, 284-131.
Forsund, F. R. (2016). Productivity interpretations of the farrell efficiency measures and the Malmquist index and its decomposition. In International Series in Operations Research and Management Science, 121-147.
Forsund, F. R., & Hjalmarsson, L. (1979). Generalised Farrell Measures of Efficiency: An Application to Milk Processing in Swedish Dairy Plants. The Economic Journal, 219-315.
Forsund, F. R., & Sarafoglou, N. (2002). On the origins of Data Envelopment Analysis. Journal of Productivity Analysis, 1-32.
Fujii, H., Managi, S., & Matousek, R. (2014). Indian bank efficiency and productivity changes with undesirable outputs: A disaggregated approach. Journal of Banking and Finance, 41-50.
Fukuyama, H., & Matousek, R. (2011). Efficiency of Turkish banking: Two-stage network system. Variabel returns to scale model. Journal of International Financial Markets, Institutions and Money, 71-91.
Fukuyama, H., & Matousek, R. (2017). Modelling bank performance: A network DEA approach. European Journal of Operational Research, 721-732.
Fukuyama, H., & Matousek, R. (2018). Nerlovian revenue inefficiency in a bank production context: Evidence from Shinkin banks. European Journal of Operational Research. 2-35.
Hadad, M. D., Santoso, W., Mardanugraha, E., & Ilyas, D. (2003). Pendekatan Parametrik Untuk Efisiensi Perbankan Indonesia. Bank Indonesia. https://doi.org/10.1016/j.ejca.2010.07.018
Hassan, M. (2017). Islamic Banking And Finance. Handbook of Empirical Research on Islam and Economic Life.
Hosen, M. N., & Rahmawati, R. (2017). Analysis of the efficiency, profitability and soundness of Islamic banks in Indonesia for the period of 2010-2013. International Journal of Applied Business and Economic Research.
Huang, J., Chen, J., & Yin, Z. (2014). A network DEA model with super efficiency and undesirable outputs: An application to bank efficiency in China. Mathematical Problems in Engineering. https://doi.org/10.1155/2014/793192
Ilieva, J., Ristovska, N., & Kozuharov, S. (2017). Banking without Interest. UTMS Journal of Economics.
Ismail, F., Shabri Abd. Majid, M., & Rahim, R. A. (2013). Efficiency of Islamic and conventional banks in Malaysia. Journal of Financial Reporting and Accounting. https://doi.org/10.1108/jfra-03-2013-0011
Jiménez-Hernández, I., Palazzo, G., & Sáez-Fernández, F. J. (2019). Determinants of bank efficiency: evidence from the Latin American banking industry. Applied Economic Analysis. https://doi.org/10.1108/aea-09-2019-0027
Kablan, S. (2010). Banking Efficiency and Financial Development in Sub-Saharan Africa. IMF Working Papers. https://doi.org/10.5089/9781455201198.001
Kamarudin, F., Nordin, B. A. A., Muhammad, J., & Hamid, M. A. A. (2014). Cost, Revenue and Profit Efficiency of Islamic and Conventional Banking Sector: Empirical Evidence from Gulf Cooperative Council Countries. Global Business Review. https://doi.org/10.1177/0972150913515579
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. https://doi.org/10.2478/jcbtp-2019-0007
Kara, M. (2014). Konstribusi Pembiayaan Perbankan Syariah terhadap Pengembangan Usaha Mikro, Kecil, dan Menengah. AHKAM:Jurnal Ilmu Syariah. https://doi.org/10.15408/ajis.v13i2.944
Laila, N., Saraswati, K. A., & Kholidah, H. (2019). Efficient portofolio composition of Indonesian islamic bank financing. Entrepreneurship and Sustainability Issues. https://doi.org/10.9770/jesi.2019.7.1(3)
Liang, L. W., Cheng, C. P., & Lin, Y. (2018). Determinants of Banking Efficiency and Survival in Taiwan with Consideration of the Real Management Cost. Emerging Markets Finance and Trade. https://doi.org/10.1080/1540496X.2018.1470504
Lotto, J. (2019). Evaluation of Factors Influencing Bank Operating Efficiency in Tanzanian Banking Sector. Cogent Economics & Finance. https://doi.org/10.1080/23322039.2019.1664192
Mansoor Khan, M., & Ishaq Bhatti, M. (2008). Development in Islamic banking: a financial risk-allocation approach. Journal of Risk Finance. https://doi.org/10.1108/15265940810842401
Mansor, F., & Bhatti, M. I. (2011). Risk and Return Analysis on Performance of the Islamic mutual funds : Evidence from Malaysia. Global Economy and Finance Journal.
Mezzi, N. (2018). Efficiency of Islamic banks and role of governance: empirical evidence. Managerial Finance. https://doi.org/10.1108/MF-05-2017-0171
Miller, S. M., & Noulas, A. G. (1996). The technical efficiency of large bank production. Journal of Banking and Finance. https://doi.org/10.1016/0378-4266(95)00017-8
Mohammad, S. (2013). Liquidity Risk Management in Islamic Banks: A Survey. Afro Eurasian Studies.
Mokhtar, H. S. A., Abdullah, N., & Alhabshi, S. M. (2007). Technical and Cost Efficiency of Islamic Banking in Malaysia. Review of Islamic Economics.
Mubarak, F. (2020). Dinamika Efisiensi dan Risiko Pembiayaan Perbankan Syariah Pada Sektor Riil. Jakarta: Disertasi tidak dipublikasikan, UIN Syarif Hidayatullah).
Nafis, H. C. (2011). Teori hukum ekonomi Islam. Jakarta: Penerbit Universitas Indonesia.
Nasution, M. L. (2018). Manajemen Pembiayaan Bank Syariah. Medan: FEBI UIN-SU Press.
Novickytė, L., & Droždz, J. (2018). Measuring the Efficiency in the Lithuanian Banking Sector: The DEA Application. International Journal of Financial Studies. https://doi.org/10.3390/ijfs6020037
Othman, N., Abdul-Majid, M., & Abdul-Rahman, A. (2017). Partnership financing and bank efficiency. Pacific Basin Finance Journal. https://doi.org/10.1016/j.pacfin.2017.08.002
Ozcan, Y. A. (2008). Health Care Benchmarking and performance evaluation. In International Series in operations reserach & management science. https://doi.org/10.1007/978-0-387-75448-2
Partovi, E., & Matousek, R. (2019). Bank efficiency and non-performing loans: Evidence from Turkey. Research in International Business and Finance. https://doi.org/10.1016/j.ribaf.2018.12.011
Qayyum, A., & Riaz, K. (2018). Incorporating Credit Quality in Bank Efficiency Measurements: A Directional Distance Function Approach. Journal of Risk and Financial Management. https://doi.org/10.3390/jrfm11040078
Quaranta, A. G., Raffoni, A., & Visani, F. (2018). A multidimensional approach to measuring bank branch efficiency. European Journal of Operational Research. https://doi.org/10.1016/j.ejor.2017.10.009
Řepková, I. (2015). Banking Efficiency Determinants in the Czech Banking Sector. Procedia Economics and Finance. https://doi.org/10.1016/s2212-5671(15)00367-6
Rosman, R., Wahab, N. A., & Zainol, Z. (2014). Efficiency of Islamic banks during the financial crisis: An analysis of Middle Eastern and Asian countries. Pacific Basin Finance Journal. https://doi.org/10.1016/j.pacfin.2013.11.001
Shamshur, A., & Weill, L. (2019). Does bank efficiency influence the cost of credit? Journal of Banking and Finance. https://doi.org/10.1016/j.jbankfin.2019.05.002
Siddiqui, A. (2008). Financial contracts, risk and performance of Islamic banking. Managerial Finance. https://doi.org/10.1108/03074350810891001
Stuart, A., & Markowitz, H. M. (1959). Portfolio Selection: Efficient Diversification of Investments. OR. https://doi.org/10.2307/3006625
Sufian, F., & Kamarudin, F. (2015). Determinants of revenue efficiency of Islamic banks: Empirical evidence from the Southeast Asian countries. International Journal of Islamic and Middle Eastern Finance and Management. https://doi.org/10.1108/IMEFM-12-2012-0114
Tan, Y., & Floros, C. (2018). Risk, competition and efficiency in banking: Evidence from China. Global Finance Journal. https://doi.org/10.1016/j.gfj.2017.12.001
Wahid, H., Ahmad, S., Nor, M. A. M., & Rashid, M. A. (2017). Prestasi kecekapan pengurusan kewangan dan agihan zakat: perbandingan antara majlis agama islam negeri di Malaysia. Jurnal Ekonomi Malaysia.
Wanke, P., Azad, M. A. K., & Barros, C. P. (2016). Efficiency factors in OECD banks: A ten-year analysis. Expert Systems with Applications.
DOI: 10.15408/sjie.v12i1.30376
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