EFFICIENT COMPARISON OF THE TOP 10 LARGEST COMMERCIAL BANKS IN INDONESIA: DEA (DATA ENVELOPMENT ANALYSIS)
DOI:
https://doi.org/10.22441/mix.2021.v11i3.009Keywords:
DEA analysis, efficiency, input, outputAbstract
Banking efficiency is very important in supporting the success of macro policies specifically, maintaining the sustainability of development that affects economic growth and social welfare. This study discusses the efficiency of commercial banks for the 2015-2019 period using data from the 10 largest commercial banks in Indonesia. The methodology used is non-parametric, Data Envelopment Analysis, to analyze technical efficiency. The results showed that 7 banks had a maximum efficiency level consistently during the study period and there were still 3 banks that did not reach the maximum efficiency but during certain periods or periods. Based on the results of the DEA, inefficient banks in a certain period can achieve maximum efficiency by reducing inputs such as labor costs, net fixed assets, and the number of deposits. This might be attributed that the competition in the banking industry and because not all inputs could be controlled by management, some large banks cannot maintain their level of efficiency consistently.
References
Alber, N., Elmofty, M., Walied, I., & Sami, R. (2019). Banking Efficiency: Concepts, Drivers, Measures, Literature and Conceptual Model. SSRN Electronic Journal, 1–24. https://doi.org/10.2139/ssrn.3310982
Assaf, A., Berger, A. N., Roman, R. A., & Tsionas, M. (2017). Does Efficiency Help Banks Survive and Thrive during Financial Crises ? SSRN Electronic Journal, 1–48. https://doi.org/10.2139/ssrn.2970251
Bader, M., Ramadilli Mohd, S., Syed Mohamed, M., & Hassan, T. (2008). Cost, revenue, and profit efficiency of Islamic versus conventional banks: international evidence using data envelopment analysis. Islamic Economic Studies, 15(2), 23–76.
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.
Berger, A. N., & Humphrey, D. B. (1997). Efficiency of Financial Institutions: International Survey and Directions for Future Research. Journal of Operational Research. Retrieved from https://www.federalreserve.gov/pubs/feds/1997/199711/199711pap.pdf
Bhattacharyya, A., Lovell, C. A. K., & Sahay, P. (1997). The impact of liberalization on the productive efficiency of Indian commercial banks. European Journal of Operational Research, 98(2), 332–345. https://doi.org/10.1016/S0377-2217(96)00351-7
Charnes, A., Cooper, W. W., & Rhodes, E. (1978). Measuring the Efficiency of Decision Making Units. European Journal of Operational Research, 2, 429–444.
Christianti, A. (2020). High Lending Rates in Indonesia: Inflation Rates and Bank Inefficiencies. SAR Journal - Science and Research, 3(3), 95–100. https://doi.org/10.18421/sar33-02
Ciptaining, A. (2020). Inilah 10 Bank Pemilik Aset Terbesar Indonesia 2020. TrenAsia. Retrieved from https://www.trenasia.com/inilah-10-bank-aset-terbesar-indonesia-2020/
Cooper, W. W., Deng, H., Huang, Z., & Li, S. X. (2002). Chance constrained programming approaches to congestion in stochastic data envelopment analysis. Journal of Operational Research Society, 53, 1347–1356. https://doi.org/10.1016/S0377-2217(02)00901-3
Epstein, M. K., & Henderson, J. C. (1989). Data Envelopment Analysis for Managerial Control and Diagnosis. Decision Sciences, 20(1), 90–119. https://doi.org/10.1111/j.1540-5915.1989.tb01399.x
Goswami, R., Hussain, F., & Kumar, M. (2019). Banking Efficiency Determinants in India: A Two-stage Analysis. Margin-The Journal of Applied Economic Research, 13(4), 361–380. https://doi.org/10.1177/0301574219868373
Grigorian, D. A., & Manole, V. (2002). Determinants of Commercial Bank Performance in Transition: An Application of Data Envelopment Analysis. IMF Working Papers, 02(146), 1. https://doi.org/10.5089/9781451856651.001
Hauner, D. (2005). Explaining efficiency differences among large German and Austrian banks. Applied Economics, 37(9), 969–980. https://doi.org/10.1080/00036840500081820
Hawdon, D. (2003). Efficiency, performance and regulation of the international gas industry-a bootstrap DEA approach. Energy Policy, 31(11), 1167–1178. https://doi.org/10.1016/S0301-4215(02)00218-5
Iršová, B. Z. (2009). Measuring Bank Efficiency. Master thesis. Charles University in Prague. https://doi.org/10.1007/BF03192151
Jiménez-Hernández, I., Palazzo, G., & Sáez-Fernández, F. J. (2019). Determinants of bank efficiency: evidence from the Latin American banking industry. Applied Economic Analysis, 27(81), 184–206. https://doi.org/10.1108/aea-09-2019-0027
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
Kamau, A. W. (2011). Intermediation Efficiency and Productivity of the Banking Sector in Kenya. Interdisciplinary Journal of Research in Business, 1(9), 12–26. Retrieved from www.bis.org/review/r070817c.pdf
Karray, S. C., & Chichti, J. E. (2013). Bank Size and Efficiency in Developing Countries : Intermediation Approach Versus Value Added Approach and Impact of Non-Traditional Activities. Asian Economic and Financial Review, 3(5), 593–613.
Lindley, J. T., & Sealey, C. W. (1977). Inputs, Outputs, and Theory of Production and Cost at Depository Financial Institutions. The Journal of Finance, XXXII(4), 1251–1266.
Muljawan, D., Hafidz, J., Astuti, R. I., & Rini Oktapiani. (2014). Faktor-Faktor Penentu Efisiensi Perbankan Indonesia Serta Dampaknya Terhadap Pergitungan Suku Bunga Kredit. Bank Indonesia Working Paper, 2, 1–76.
Ouenniche, J., & Carrales, S. (2018). Assessing efficiency profiles of UK commercial banks: a DEA analysis with regression-based feedback. Annals of Operations Research, 266(1–2), 551–587. https://doi.org/10.1007/s10479-018-2797-z
Ruslan, A., Pahlevi, C., Alam, S., & Nohong, M. (2019). The Role of Efficiency Mediation in the Effect of Banks Size on Bank Profitability in Indonesia. Hasanuddin Economics and Business Review, 3(1), 49. https://doi.org/10.26487/hebr.v3i1.1846
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
Sufian, F. (2016). Determinants of Efficiency in the Malaysian Banking Sector: Evidence from Semi-parametric Data Envelopment Analysis Method. Studies in Microeconomics, 4(2), 151–172. https://doi.org/10.1177/2321022216636443
Thi My Phan, H., Daly, K., & Akhter, S. (2016). Bank efficiency in emerging Asian countries. Research in International Business and Finance, 38, 517–530. https://doi.org/10.1016/j.ribaf.2016.07.012
Uchida, H., & Satake, M. (2009). Market discipline and bank efficiency. Journal of International Financial Markets, Institutions and Money, 19(5), 792–802. https://doi.org/10.1016/j.intfin.2009.02.003
Yannick, G. Z. S., Hongzhong, Z., & Thierry, B. (2016). Technical Efficiency Assessment Using Data Envelopment Analysis: An Application to the Banking Sector of Côte D’Ivoire. Procedia - Social and Behavioral Sciences, 235(October), 198–207. https://doi.org/10.1016/j.sbspro.2016.11.015
Zaini Abd Karim, M. (2001). Comparative Bank Efficiency across Select ASEAN Countries. ASEAN Economic Bulletin, 18(3), 289–304. https://doi.org/10.1355/ae18-3d
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