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Determinants of Bank Efficiency: Evidence from Regional Development Banks

Author

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  • Lutfi,

    (Lutfi Undergraduate Program - Department of Management STIE Perbanas Surabaya Nginden Semolo 34-36, Surabaya INDONESIA)

  • Suyatno,

    (Suyatno Postgradute Program - Department of Management STIE Perbanas Surabaya Nginden Semolo 34-36, Surabaya INDONESIA)

Abstract

This study examines the technical efficiency level of regional development banks (RDBs) in Indonesia and then analyzes the influence of bank-specific factors on this efficiency. This study uses data from all 25 conventional RDBs in Indonesia for the period 2012-2017 and a two-stage procedure to examine bank efficiency. Data Envelopment Analysis (DEA) is used to estimate bank technical efficiency and panel data techniques, both fixed effects (FE) and random effects (RE), are used to assess the determinants of bank efficiency. The results of this study indicate that most Indonesian RDBs have yet to become efficient. The most important source of their inefficiency is non-interest income. Furthermore, bank efficiency is positively influenced by capital and the loan-to-deposit ratio, while it is negatively affected by non-performing loans and the proportion of time deposits. There is also evidence that bank size has a U-shaped influence on efficiency. This study recommends that RDBs should increase the capital in improving its fee-based income through the development of innovative technology-based products and services. RDBs also need to optimize their use of depositors’ funds for lending coupled with prudential principles to avoid problematic loans.

Suggested Citation

  • Lutfi, & Suyatno,, 2019. "Determinants of Bank Efficiency: Evidence from Regional Development Banks," Jurnal Ekonomi Malaysia, Faculty of Economics and Business, Universiti Kebangsaan Malaysia, vol. 53(3), pages 59-74.
  • Handle: RePEc:ukm:jlekon:v:53:y:2019:i:3:p:59-74
    DOI: http://dx.doi.org/10.17576/JEM-2019-5303-5
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    as
    1. Robert A. Eisenbeis & Simon H. Kwan, 1996. "An analysis of inefficiencies in banking: a stochastic cost frontier approach," Economic Review, Federal Reserve Bank of San Francisco, pages 16-26.
    2. Hawdon, David, 2003. "Efficiency, performance and regulation of the international gas industry--a bootstrap DEA approach," Energy Policy, Elsevier, vol. 31(11), pages 1167-1178, September.
    3. Hughes, Joseph P. & Mester, Loretta J. & Moon, Choon-Geol, 2001. "Are scale economies in banking elusive or illusive?: Evidence obtained by incorporating capital structure and risk-taking into models of bank production," Journal of Banking & Finance, Elsevier, vol. 25(12), pages 2169-2208, December.
    4. Sameh Charfeddine Karray & Jamel eddine Chichti, 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, Asian Economic and Social Society, vol. 3(5), pages 593-613.
    5. Shrimal Perera & Michael Skully & J. Wickramanayake, 2007. "Cost Efficiency in South Asian Banking: The Impact of Bank Size, State Ownership and Stock Exchange Listings," International Review of Finance, International Review of Finance Ltd., vol. 7(1‐2), pages 35-60, March.
    6. Dong, Yizhe & Hamilton, Robert & Tippett, Mark, 2014. "Cost efficiency of the Chinese banking sector: A comparison of stochastic frontier analysis and data envelopment analysis," Economic Modelling, Elsevier, vol. 36(C), pages 298-308.
    7. Igor Jemric & Boris Vujcic, 2002. "Efficiency of Banks in Croatia: A DEA Approach*," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 44(2-3), pages 169-193, September.
    8. Berger, Allen N. & DeYoung, Robert, 1997. "Problem loans and cost efficiency in commercial banks," Journal of Banking & Finance, Elsevier, vol. 21(6), pages 849-870, June.
    9. Haslem, John A. & Scheraga, Carl A. & Bedingfield, James P., 1999. "DEA efficiency profiles of U.S. banks operating internationally," International Review of Economics & Finance, Elsevier, vol. 8(2), pages 165-182, June.
    10. Taufiq Hassan & Shamsher Mohamad & Mohammed Khaled I. Bader, 2009. "Efficiency of conventional versus Islamic banks: evidence from the Middle East," International Journal of Islamic and Middle Eastern Finance and Management, Emerald Group Publishing Limited, vol. 2(1), pages 46-65, April.
    11. Molyneux, Philip & Thornton, John, 1992. "Determinants of European bank profitability: A note," Journal of Banking & Finance, Elsevier, vol. 16(6), pages 1173-1178, December.
    12. Tser-Yieth Chen & TSER-LIEN YEH, 2000. "A Measurement of Bank Efficiency, Ownership and Productivity Changes in Taiwan," The Service Industries Journal, Taylor & Francis Journals, vol. 20(1), pages 95-109, January.
    13. Tan, Yong & Floros, Christos, 2013. "Risk, capital and efficiency in Chinese banking," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 26(C), pages 378-393.
    14. Simon Kwan & Robert Eisenbeis, 1997. "Bank Risk, Capitalization, and Operating Efficiency," Journal of Financial Services Research, Springer;Western Finance Association, vol. 12(2), pages 117-131, October.
    15. Caprio, Gerard & Laeven, Luc & Levine, Ross, 2007. "Governance and bank valuation," Journal of Financial Intermediation, Elsevier, vol. 16(4), pages 584-617, October.
    16. Havrylchyk, Olena, 2006. "Efficiency of the Polish banking industry: Foreign versus domestic banks," Journal of Banking & Finance, Elsevier, vol. 30(7), pages 1975-1996, July.
    17. Sapci, Ayse & Miles, Bradley, 2019. "Bank size, returns to scale, and cost efficiency," Journal of Economics and Business, Elsevier, vol. 105(C).
    18. Casu, Barbara & Girardone, Claudia & Molyneux, Philip, 2004. "Productivity change in European banking: A comparison of parametric and non-parametric approaches," Journal of Banking & Finance, Elsevier, vol. 28(10), pages 2521-2540, October.
    19. Sameh Charfeddine Karray & Jamel eddine Chichti, 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, Asian Economic and Social Society, vol. 3(5), pages 593-613, May.
    20. Hadad, Muliaman D. & Hall, Maximilian J.B. & Santoso, Wimboh & Simper, Richard, 2013. "Economies of scale and a process for identifying hypothetical merger potential in Indonesian commercial banks," Journal of Asian Economics, Elsevier, vol. 26(C), pages 42-51.
    21. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    22. Staub, Roberta B. & da Silva e Souza, Geraldo & Tabak, Benjamin M., 2010. "Evolution of bank efficiency in Brazil: A DEA approach," European Journal of Operational Research, Elsevier, vol. 202(1), pages 204-213, April.
    23. Bolt, Wilko & de Haan, Leo & Hoeberichts, Marco & van Oordt, Maarten R.C. & Swank, Job, 2012. "Bank profitability during recessions," Journal of Banking & Finance, Elsevier, vol. 36(9), pages 2552-2564.
    24. Fare, Rolf & Knox Lovell, C. A., 1978. "Measuring the technical efficiency of production," Journal of Economic Theory, Elsevier, vol. 19(1), pages 150-162, October.
    25. Alper, Deger & Anbar, Adem, 2011. "Bank Specific and Macroeconomic Determinants of Commercial Bank Profitability: Empirical Evidence from Turkey," Business and Economics Research Journal, Uludag University, Faculty of Economics and Administrative Sciences, vol. 2(2), pages 139-139, April.
    26. Mohamed M. Mostafa, 2011. "Modeling Islamic banks' efficiency: a non‐parametric frontier approach," International Journal of Islamic and Middle Eastern Finance and Management, Emerald Group Publishing Limited, vol. 4(1), pages 7-29, April.
    27. Resti, Andrea, 1997. "Evaluating the cost-efficiency of the Italian Banking System: What can be learned from the joint application of parametric and non-parametric techniques," Journal of Banking & Finance, Elsevier, vol. 21(2), pages 221-250, February.
    28. Vicente Salas & Jesús Saurina, 2002. "Credit Risk in Two Institutional Regimes: Spanish Commercial and Savings Banks," Journal of Financial Services Research, Springer;Western Finance Association, vol. 22(3), pages 203-224, December.
    29. Sehrish Gul & Faiza Irshad & Khalid Zaman, 2011. "Factors Affecting Bank Profitability in Pakistan," Romanian Economic Journal, Department of International Business and Economics from the Academy of Economic Studies Bucharest, vol. 14(39), pages 61-87, March.
    30. Yongseung Han & Myeong Hwan Kim & Won-Joong Kim, 2012. "Determinants of profit efficiency: evidence from Korean savings banks," Applied Financial Economics, Taylor & Francis Journals, vol. 22(12), pages 1003-1016, June.
    31. Pasiouras, Fotios, 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, Elsevier, vol. 22(3), pages 301-318, September.
    32. Diallo, Boubacar, 2018. "Bank efficiency and industry growth during financial crises," Economic Modelling, Elsevier, vol. 68(C), pages 11-22.
    33. Christiana V. Zenios & Stavros A. Zenios & Kostas Agathocleous & Andreas C. Soteriou, 1999. "Benchmarks of the Efficiency of Bank Branches," Interfaces, INFORMS, vol. 29(3), pages 37-51, June.
    34. Sathye, Milind, 2003. "Efficiency of banks in a developing economy: The case of India," European Journal of Operational Research, Elsevier, vol. 148(3), pages 662-671, August.
    35. Bonin, John P. & Hasan, Iftekhar & Wachtel, Paul, 2005. "Bank performance, efficiency and ownership in transition countries," Journal of Banking & Finance, Elsevier, vol. 29(1), pages 31-53, January.
    36. Suneeta Sathye & Milind Sathye, 2017. "Do ATMs Increase Technical Efficiency of Banks in a Developing Country? Evidence from Indian Banks," Australian Accounting Review, CPA Australia, vol. 27(1), pages 101-111, March.
    37. Mohamed M. Mostafa, 2011. "Modeling Islamic banks' efficiency: a non‐parametric frontier approach," International Journal of Islamic and Middle Eastern Finance and Management, Emerald Group Publishing Limited, vol. 4(1), pages 7-29, April.
    38. Cook, Wade D. & Tone, Kaoru & Zhu, Joe, 2014. "Data envelopment analysis: Prior to choosing a model," Omega, Elsevier, vol. 44(C), pages 1-4.
    39. Yener Altunbas & Santiago Carbo & Edward P.M. Gardener & Philip Molyneux, 2007. "Examining the Relationships between Capital, Risk and Efficiency in European Banking," European Financial Management, European Financial Management Association, vol. 13(1), pages 49-70, January.
    40. Felisitas Defung & Ruhul Salim & Harry Bloch, 2016. "Has regulatory reform had any impact on bank efficiency in Indonesia? A two-stage analysis," Applied Economics, Taylor & Francis Journals, vol. 48(52), pages 5060-5074, November.
    41. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    42. Eric Osei-Assibey & Joseph Kwadwo Asenso, 2015. "Regulatory capital and its effect on credit growth, non-performing loans and bank efficiency," Journal of Financial Economic Policy, Emerald Group Publishing Limited, vol. 7(4), pages 401-420, November.
    43. Sathye, Milind, 2001. "X-efficiency in Australian banking: An empirical investigation," Journal of Banking & Finance, Elsevier, vol. 25(3), pages 613-630, March.
    44. Mohd Zaini Abd Karim & Sok-Gee Chan & Sallahudin Hassan, 2010. "Bank Efficiency and Non-Performing Loans: Evidence from Malaysia and Singapore," Prague Economic Papers, Prague University of Economics and Business, vol. 2010(2), pages 118-132.
    45. Lawrence M. Seiford & Joe Zhu, 1999. "Profitability and Marketability of the Top 55 U.S. Commercial Banks," Management Science, INFORMS, vol. 45(9), pages 1270-1288, September.
    46. Dietrich, Andreas & Wanzenried, Gabrielle, 2011. "Determinants of bank profitability before and during the crisis: Evidence from Switzerland," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(3), pages 307-327, July.
    47. Jamal Ali Al‐Khasawneh & Karima Bassedat & Bora Aktan & Priya Darshini Pun Thapa, 2012. "Efficiency of Islamic banks: case of North African Arab countries," Qualitative Research in Financial Markets, Emerald Group Publishing Limited, vol. 4(2/3), pages 228-239, August.
    48. Omar Masood & Muhammad Ashraf, 2012. "Bank‐specific and macroeconomic profitability determinants of Islamic banks," Qualitative Research in Financial Markets, Emerald Group Publishing Limited, vol. 4(2/3), pages 255-268, August.
    49. Ying Li & Yung‐ho Chiu & Hongyi Cen & Tai‐Yu Lin, 2019. "The operating efficiency of financial holding and nonfinancial holding banks—Epsilou‐based measure metafrontier data envelopment analysis model," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 40(5), pages 488-499, July.
    50. Nico Ferari & Heri Sudarsono, 2011. "Tingkat Efisiensi Perbankan Syariah Dan Konvensional Dengan Mengunakan Data Envelopment Analysis (Dea)," Jurnal Ekonomi & Keuangan Islam, Faculty of Economics, Universitas Islam Indonesia, vol. 1(2), pages 141-148.
    51. Igor Jemrić & Boris Vujčić, 2002. "Efficiency of Banks in Croatia: A DEA Approach," Working Papers 7, The Croatian National Bank, Croatia.
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