BANK SPECIFIC FACTORS AFFECTING THE EFFICIENCY OF REGIONAL DEVELOPMENT BANKS

Anneke Puspasari, D S Priyarsono, Hendro Sasongko

Abstract


Regional Development Banks (RDB) are part of the banking industry which has an important role in regional development. Therefore, RDB performance is important to be evaluated, and efficiency is an important indicator in measuring performance. The purpose of this study is to analyze the efficiency of the Regional Development Bank (RDB) in Indonesia and the internal factors that influence efficiency. Based on data of 26 RDBs in the study from 2011Q1 to 2019Q4, this study uses Data Envelopment Analysis (DEA), and the Tobit regression to investigate the determinants of technical efficiency. This analysis aims to explain the variations in calculated efficiencies to a set of internal explanatory variables. The results showed that most RDBs were technically inefficient during the study period. Furthermore, the internal variables that affect are size, capital adequacy ratio (CAR), loan to deposit ratio (LDR), return on asset (ROA), Listed Bank.



Keywords


bank specific factors; Data Envelopment Analysis (DEA); regional development bank; technical efficiency; Tobit Mode

References


Abidin, Z., and Endri. (2009). Kinerja Efisiensi Teknis Bank Pembangunan Daerah: Pendekatan Data Envelopment Analysis (DEA). Jurnal Akuntansi Dan Keuangan, 11(1), 2129. https://doi.org/10.9744/jak.11.1.pp.21-29.

Ally, Z., and Patel, G. N. (2014). Evaluating Efficiency of Commercial Banks in Tanzania and identifying efficiency drivers. IOSR Journal of Business and Management, 16(7), 5064. https://doi.org/10.9790/487x-16745064.

Altunbas, Y., et al. (2001). Bank Ownership and Efficiency. Journal of Money, Credit and Banking, 33(4), 926. https://doi.org/10.2307/2673929.

ARIFF, M., and CAN, L. (2008). Cost and profit efficiency of Chinese banks: A non-parametric analysis. China Economic Review, 19(2), 260273. https://doi.org/10.1016/j.chieco.2007.04.001.

Berger, A. N., and Humphrey, D. B. (1997). International Survey and. European Journal on Operatinoal Research, 98(2), 175212.

Berger, A. N., and Mester, L. J. (1997). Inside the black box: What explains differences in the efficiencies of financial institutions? Journal of Banking and Finance, 21(7), 895947. https://doi.org/10.1016/S0378-4266(97)00010-1.

Bonin, J. P., et al. (2005). Bank performance, efficiency and ownership in transition countries. Journal of Banking and Finance, 29(1 SPEC. ISS.), 3153. https://doi.org/10.1016/j.jbankfin.2004.06.015.

BuÄŸan, M. F., and Ata, H. A. (2016). Factors Affecting the Efficiency of Islamic and Conventional Banks in Turkey. Journal of Islamic Economics Banking and Finance, 12(1), 9097. https://doi.org/10.12816/0028313.

Carvallo, O., and Kasman, A. (2005). Cost efficiency in the Latin American and Caribbean banking systems. Journal of International Financial Markets, Institutions and Money, 15(1), 5572. https://doi.org/10.1016/j.intfin.2004.02.002.

Casu, B., and Molyneux, P. (2003). A comparative study of efficiency in European banking. In Applied Economics, 35(17). https://doi.org/10.1080/0003684032000158109.

Charnes, A., et al. (1978). Measuring the efficiency of decision making units. European Journal of Operational Research, 2(6), 429444. https://doi.org/10.1016/0377-2217(78)90138-8

Claeys, S., and Vander Vennet, R. (2008). Determinants of bank interest margins in Central and Eastern Europe: A comparison with the West. Economic Systems, 32(2), 197216. https://doi.org/10.1016/j.ecosys.2007.04.001

Coelli, T. (1996). A guide to Deap version 2.1: A Data Envelopment Analysis (computer) Program. Retrieved grom Armidale, Australia).

Coelli T, et al. (1998). An introduction to efficiency and productivity. Analysis. Boston: Kluwer Academic Publishers.

Das, A., and Ghosh, S. (2006). Financial deregulation and efficiency: An empirical analysis of Indian banks during the post reform period. Review of Financial Economics, 15(3), 193221. https://doi.org/10.1016/j.rfe.2005.06.002

Defung, F., et al. (2016). Has regulatory reform had any impact on bank efficiency in Indonesia? A two-stage analysis. Applied Economics, 48(52), 50605074. https://doi.org/10.1080/00036846.2016.1170934

Defung, F., et al. (2018). The Impact of Economic Turbulence on Local Bank Efficiency: Does Common Wisdom Hold? 35(Miceb 2017), 15. https://doi.org/10.2991/miceb-17.2018.1

Dianti, D.W. (2019). Analisis Efisiensi teknis pada Initial Public Offering (IPO) Panin Dubai Syariah Bank. Thesis. Institut Pertanian Bogor.

Endri. (2009). Penguatan Stabilitas Sistem Keuangan Melalui Peningkatan Fungsi Intermediasi Dan Efisiensi Bank Pembangunan Daerah (BPD). Jurnal Keuangan Dan Perbankan, 13(1), 120134.

Eyceyurt Batir, T., et al. (2017). Determinants of bank efficiency in Turkey: Participation banks versus conventional banks. Borsa Istanbul Review, 17(2), 8696. https://doi.org/10.1016/j.bir.2017.02.003

Fadhlullah, A. H. (2015). Efisiensi Bank Pembangunan Daerah: Pendekatan Stochastic Frontier. Signifikan: Jurnal Ilmu Ekonomi, 4(1), 116. https://doi.org/10.15408/sjie.v4i1.2291

Financial Services Authority. (2009). Indonesian Banking Statistic.

Farrell, M. J. (1957). The Measurement of Productive Efficiency http://www.jstor.org/stab. Journal of the Royal Statistical Society. Series A (General), 120(3), 253290. http://goo.gl/AFhm2N

Firdaus, M. et al. (2014). Efisiensi Bank Umum Syariah Menggunakan Pendekatan Two-Stage Data Envelopment Analysis. Buletin Ekonomi Moneter Dan Perbankan, 16(2), 167188. https://doi.org/10.21098/bemp.v16i2.31

Garza-García, J. G. (2012). Determinants of bank efficiency in Mexico: A two-stage analysis. Applied Economics Letters, 19(17), 16791682. https://doi.org/10.1080/13504851.2012.665589

Ghofur, A., and Sukmaningrum, P. S. (2018). Pegaruh Good Corporate Governance Terhadap Efisiensi Bank Syariah Tahun 2012-2016 Dengan Kinerja Sosial Sebagai Variabel Intervening. Jurnal Ekonomi Dan Bisnis Islam (Journal of Islamic Economics and Business), 4(1), 30. https://doi.org/10.20473/jebis.v4i1.10047

Girardone, C., et al. (2004). Analysing the determinants of bank efficiency: The case of Italian banks. Applied Economics, 36(3), 215227. https://doi.org/10.1080/0003684042000175334

Gordo, G. M. (2013). Estimating Philippine Bank Efficiencies Using Frontier Analysis. Philippine Management Review, 20, 1736.

Hadad, M. D., et al. (2012). A new approach to dealing with negative numbers in efficiency analysis: An application to the Indonesian banking sector. Expert Systems with Applications, 39(9), 82128219. https://doi.org/10.1016/j.eswa.2012.01.145.

Hadad, M. D., et al. (2003). Analisis Efisiensi Industri Perbankan BI. Journal of Economics Literature. https://www.bi.go.id/id/publikasi/perbankan-dan-stabilitas/riset/Pages/Penggunaan Metode Nonparametrik Data Envelopment Analysis (DEA).aspx.

Hasibuan, S. P. (1994). Manajemen Perbankan. Jakarta: CV Haji Magum.

Hauner, D. (2005). Explaining efficiency differences among large German and Austrian banks. Applied Economics, 37(9), 969980. https://doi.org/10.1080/00036840500081820.

Hou, X., et al. (2014). Market structure, risk taking, and the efficiency of Chinese commercial banks. Emerging Markets Review, 20, 7588. https://doi.org/10.1016/j.ememar.2014.06.001.

Hughes, J. P., and Mester, L. J. (1993). A quality and risk-adjusted cost function for banks: Evidence on the too-big-to-fail†doctrine. Journal of Productivity Analysis, 4(3), 293315. https://doi.org/10.1007/BF01073414.

Isik, I., and Hassan, M. K. (2003). Efficiency, ownership and market structure, corporate control and governance in the Turkish banking industry. Journal of Business Finance and Accounting, 30(910), 13631421. https://doi.org/10.1111/j.0306-686X.2003.05533.x.

Irawati L. (2008). Pengukuran tingkat efisiensi bank umum syariah di indonesia dan analisis beberapa faktor penentu. tesis. Universitas Indonesia.

Karim, M. Z. A., et al. (2010). Bank efficiency and non-performing loans: Evidence from malaysia and Singapore. Prague Economic Papers, 2, 118132. https://doi.org/10.18267/j.pep.367.

Lotto, J. (2019). Evaluation of factors influencing bank operating efficiency in Tanzanian banking sector. Cogent Economics and Finance, 7(1). https://doi.org/10.1080/23322039.2019.1664192.

Mamatzakis, E., et al. (2016). What is the impact of bankrupt and restructured loans on Japanese bank efficiency? Journal of Banking and Finance, 72, S187S202. https://doi.org/10.1016/j.jbankfin.2015.04.010.

Maniati, M., and Sambracos, E. (2017). Measuring the Technical Efficiency for the Shipping Banks—An Approach Using Data Envelopment Analysis. Theoretical Economics Letters, 07(03), 502516. https://doi.org/10.4236/tel.2017.73038.

Mokhtar, H. S. A., et al. (2008). Efficiency and competition of Islamic banking in Malaysia. Humanomics, 24(1), 2848. https://doi.org/10.1108/08288660810851450.

Muljawan, D., et al. (2014). Faktor-Faktor Penentu Efisiensi Perbankan Indonesia serta Dampaknya terhadap Perhitungan Suku Bunga Kredit. Working Paper Bank Indonesia, WP/2/2014, 177.

Pasiouras, F. (2008). Estimating the technical and scale efficiency of Greek commercial banks: The impact of credit risk, off-balance sheet activities, and international operations. Research in International Business and Finance, 22(3), 301318. https://doi.org/10.1016/j.ribaf.2007.09.002.

Peni, E., and Vähämaa, S. (2012). Did Good Corporate Governance Improve Bank Performance during the Financial Crisis? Journal of Financial Services Research, 41(12), 1935. https://doi.org/10.1007/s10693-011-0108-9.

Rosman, R., et al. (2014). Efficiency of Islamic banks during the financial crisis: An analysis of Middle Eastern and Asian countries. Pacific Basin Finance Journal, 28, 7690. https://doi.org/10.1016/j.pacfin.2013.11.001.

Santosa, B. (2018). A Comparative Study of Banking Efficiency between Indonesia and Thailand in the Post Asian Monetary Crisis. Dissertation. The Maastricht School of Management.

Sathye, M. (2012). The Impact of Financial Crisis on Superannuation Funds Efficiency: Evidence from Australia. SSRN Electronic Journal, 10(2). https://doi.org/10.2139/ssrn.1944427.

Sherman, H. D., and Zhu, J. (2006). Service productivity management: Improving service performance using data envelopment analysis (DEA). In Service Productivity Management: Improving Service Performance using Data Envelopment Analysis (DEA). https://doi.org/10.1007/0-387-33231-6.

Spong, K., et al. (1995). What Makes a Bank Efficient? A Look at Financial Characteristics and Bank Management and Ownership Structure. Financial and Industry Perspectives: Federal Reserve Bank of Kansas City, 1-19.

Sufian, F. (2009). Determinants of bank efficiency during unstable macroeconomic environment: Empirical evidence from Malaysia. Research in International Business and Finance, 23(1), 5477. https://doi.org/10.1016/j.ribaf.2008.07.002.

Sufian, F., et al. (2016). Determinants of efficiency in the malaysian banking sector: Does bank origins matter? Intellectual Economics, 10(1), 3854. https://doi.org/10.1016/j.intele.2016.04.002.

Sutanto, H. A. (2015). Analisis Efisiensi Teknis Bank Pembangun. Jejak, 8(1), 2335. https://doi.org/10.15294/jejak.v8i1.3851.

Tobing, A., et al. (2013). Pengaruh Penerapan Good Corporate Governance terhadap Tingkat Kesehatan dan Daya Saing di Perbankan Indonesia. Jurnal Manajemen Teknologi, 12(3), 298318. https://doi.org/10.12695/jmt.2013.12.3.5.

Vistarani F. (2018). Analisis Efisiensi Bank Pembangunan Daerah Ekspansi dan Non-Ekspansi Dengan Pendekatan Data Envelopment Analysis. Economics Development Analysis Journal, 6(3), 346-351.

Vu, H., and Turnell, S. (2011). Cost and profit efficiencies of australian banks and the impact of the global financial crisis. Economic Record, 87(279), 525536. https://doi.org/10.1111/j.1475-4932.2011.00760.x.

Wardhani, P. I., and Mongid, A. (2019). Strategies to increase production efficiency in Indonesian Sharia commercial banks using Stochastic Frontier Approach (SFA). Journal of Economics, Business and Accountancy Ventura, 21(3), 379. https://doi.org/10.14414/jebav.v21i3.1597.

Weill, L. (2003). Banking efficiency in. Transition, 11(November 2000), 569592.

Wheelock, D. C., and Wilson, P. W. (1995). Explaining bank failures: deposit insurance, regulation, and efficiency. Review of Economics and Statistics, 77(4), 689700. https://doi.org/10.2307/2109816.

Widiarti, A. W., et al. (2015). The Determinants of BankS Efficiency in Indonesia. Buletin Ekonomi Moneter dan Perbankan, 18(2), 129156. https://doi.org/10.21098/bemp.v18i2.520.

Yin, H., Yang, J., and Mehran, J. (2015). Do Chinese banks perform better after IPOs? Managerial Finance, 41(4), 368384. https://doi.org/10.1108/MF-06-2014-0150.

Yonnedi, E., and 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), 145174. https://doi.org/10.24198/jbm.v20i2.323.

Yusuf M. (2018). Penyertaan modal pemerintah daerah pada bank pembangunan daerah di indonesia. Dissertation. Institut Pertanian Bogor.


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DOI: 10.34203/jimfe.v6i2.2325

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