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Developing a hybrid analytics approach to measure the efficiency of deposit banks

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  • Dincer, Hasan
  • Hacioglu, Umit
  • Tatoglu, Ekrem
  • Delen, Dursun

Abstract

This study aims at analyzing the efficiency of deposit banks using contemporary analytics-based decision-making techniques within a fuzzy environment. Specifically, a hybrid analytic model drawing on a fuzzy analytical network process and data envelopment analysis was developed and applied to the assessment of Turkish deposit banks quoted on Borsa Istanbul. The findings revealed that; (i) the efficiency results for banking activity vary for competitiveness and for the adoption of new technologies before and after the financial recession; (ii) the majority of deposit banks operating primarily with non-interest based factors found to be less-efficient; (iii) the ownership and capital structure of banks do not significantly contribute to their banking performance, as they were technically inefficient during the same period; and (iv) the inputs of the banking activities could be reduced while a constant level of output is maintained by adopting and properly using the most efficient technology to boost the technical efficiency.

Suggested Citation

  • Dincer, Hasan & Hacioglu, Umit & Tatoglu, Ekrem & Delen, Dursun, 2019. "Developing a hybrid analytics approach to measure the efficiency of deposit banks," Journal of Business Research, Elsevier, vol. 104(C), pages 131-145.
    • Handle: RePEc:eee:jbrese:v:104:y:2019:i:c:p:131-145
    DOI: 10.1016/j.jbusres.2019.06.035
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    as
    1. Zia Qureshi & Jose L. Diaz-Sanchez & Aristomene Varoudakis, 2015. "The Post-crisis Growth Slowdown in Emerging Economies and the Role of Structural Reforms," Global Journal of Emerging Market Economies, Emerging Markets Forum, vol. 7(2), pages 179-200, May.
    2. Lai, Po‐Lin & Potter, Andrew & Beynon, Malcolm & Beresford, Anthony, 2015. "Evaluating the efficiency performance of airports using an integrated AHP/DEA-AR technique," Transport Policy, Elsevier, vol. 42(C), pages 75-85.
    3. Frey, Rainer & Kerl, Cornelia, 2015. "Multinational banks in the crisis: Foreign affiliate lending as a mirror of funding pressure and competition on the internal capital market," Journal of Banking & Finance, Elsevier, vol. 50(C), pages 52-68.
    4. Apergis, Nicholas, 2015. "Competition in the banking sector: New evidence from a panel of emerging market economies and the financial crisis," Emerging Markets Review, Elsevier, vol. 25(C), pages 154-162.
    5. Avkiran, Necmi K., 2011. "Association of DEA super-efficiency estimates with financial ratios: Investigating the case for Chinese banks," Omega, Elsevier, vol. 39(3), pages 323-334, June.
    6. Robert Engle & Eric Jondeau & Michael Rockinger, 2015. "Systemic Risk in Europe," Review of Finance, European Finance Association, vol. 19(1), pages 145-190.
    7. Nicola Cetorelli & Michele Gambera, 2001. "Banking Market Structure, Financial Dependence and Growth: International Evidence from Industry Data," Journal of Finance, American Finance Association, vol. 56(2), pages 617-648, April.
    8. Avkiran, Necmi K., 2001. "Investigating technical and scale efficiencies of Australian Universities through data envelopment analysis," Socio-Economic Planning Sciences, Elsevier, vol. 35(1), pages 57-80, March.
    9. DeAngelo, Harry & Stulz, René M., 2015. "Liquid-claim production, risk management, and bank capital structure: Why high leverage is optimal for banks," Journal of Financial Economics, Elsevier, vol. 116(2), pages 219-236.
    10. Chung, Shu-Hsing & Lee, Amy H. I. & Pearn, W. L., 2005. "Analytic network process (ANP) approach for product mix planning in semiconductor fabricator," International Journal of Production Economics, Elsevier, vol. 96(1), pages 15-36, April.
    11. Illing, Mark & Liu, Ying, 2006. "Measuring financial stress in a developed country: An application to Canada," Journal of Financial Stability, Elsevier, vol. 2(3), pages 243-265, October.
    12. Stewart, Chris & Matousek, Roman & Nguyen, Thao Ngoc, 2016. "Efficiency in the Vietnamese banking system: A DEA double bootstrap approach," Research in International Business and Finance, Elsevier, vol. 36(C), pages 96-111.
    13. 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.
    14. Franklin Allen & Douglas Gale, 2004. "Competition and financial stability," Proceedings, Federal Reserve Bank of Cleveland, pages 453-486.
    15. J.A. Bikker & L. Spierdijk, 2008. "How Banking Competition changed over Time," Working Papers 08-04, Utrecht School of Economics.
    16. Jharkharia, Sanjay & Shankar, Ravi, 2007. "Selection of logistics service provider: An analytic network process (ANP) approach," Omega, Elsevier, vol. 35(3), pages 274-289, June.
    17. Yang, Taho & Kuo, Chunwei, 2003. "A hierarchical AHP/DEA methodology for the facilities layout design problem," European Journal of Operational Research, Elsevier, vol. 147(1), pages 128-136, May.
    18. 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.
    19. Sokic, Alexandre, 2015. "Cost efficiency of the banking industry and unilateral euroisation: A stochastic frontier approach in Serbia and Montenegro," Economic Systems, Elsevier, vol. 39(3), pages 541-551.
    20. Seifert, Lawrence M. & Zhu, Joe, 1998. "Identifying Excesses and Deficits in Chinese Industrial Productivity (1953-1990): a Weighted Data Envelopment Analysis Approach," Omega, Elsevier, vol. 26(2), pages 279-296, April.
    21. Kauko, Karlo, 2009. "Managers and efficiency in banking," Journal of Banking & Finance, Elsevier, vol. 33(3), pages 546-556, March.
    22. Alin Marius ANDRIES & Vasile COCRIS & Silviu Gabriel URSU, 2012. "Determinants Of Bank Performance In Cee Countries," Review of Economic and Business Studies, Alexandru Ioan Cuza University, Faculty of Economics and Business Administration, issue 10, pages 165-177, December.
    23. Sherman, H. David & Gold, Franklin, 1985. "Bank branch operating efficiency : Evaluation with Data Envelopment Analysis," Journal of Banking & Finance, Elsevier, vol. 9(2), pages 297-315, June.
    24. Shang, Jen & Sueyoshi, Toshiyuki, 1995. "A unified framework for the selection of a Flexible Manufacturing System," European Journal of Operational Research, Elsevier, vol. 85(2), pages 297-315, September.
    25. Tsionas, Efthymios G. & Assaf, A. George & Matousek, Roman, 2015. "Dynamic technical and allocative efficiencies in European banking," Journal of Banking & Finance, Elsevier, vol. 52(C), pages 130-139.
    26. Doan, Anh-Tuan & Lin, Kun-Li & Doong, Shuh-Chyi, 2018. "What drives bank efficiency? The interaction of bank income diversification and ownership," International Review of Economics & Finance, Elsevier, vol. 55(C), pages 203-219.
    27. Edirisuriya, Piyadasa & Gunasekarage, Abeyratna & Dempsey, Michael, 2015. "Bank diversification, performance and stock market response: Evidence from listed public banks in South Asian countries," Journal of Asian Economics, Elsevier, vol. 41(C), pages 69-85.
    28. Mr. Stephan Danninger & Ms. Irina Tytell & Mr. Ravi Balakrishnan & Mr. Selim A Elekdag, 2009. "The Transmission of Financial Stress from Advanced to Emerging Economies," IMF Working Papers 2009/133, International Monetary Fund.
    29. Craig S. Hakkio & William R. Keeton, 2009. "Financial stress: what is it, how can it be measured, and why does it matter?," Economic Review, Federal Reserve Bank of Kansas City, vol. 94(Q II), pages 5-50.
    30. J.A. Bikker & L. Spierdijk, 2008. "How Banking Competition changed over Time," Working Papers 08-04, Utrecht School of Economics.
    31. Giokas, Dimitris I., 2008. "Assessing the efficiency in operations of a large Greek bank branch network adopting different economic behaviors," Economic Modelling, Elsevier, vol. 25(3), pages 559-574, May.
    32. Ghosh, Amit, 2015. "Banking-industry specific and regional economic determinants of non-performing loans: Evidence from US states," Journal of Financial Stability, Elsevier, vol. 20(C), pages 93-104.
    33. Cardarelli, Roberto & Elekdag, Selim & Lall, Subir, 2011. "Financial stress and economic contractions," Journal of Financial Stability, Elsevier, vol. 7(2), pages 78-97, June.
    34. Wang, Tien-Chin & Chen, Yueh-Hsiang, 2007. "Applying consistent fuzzy preference relations to partnership selection," Omega, Elsevier, vol. 35(4), pages 384-388, August.
    35. Aiello, Francesco & Bonanno, Graziella, 2016. "Bank efficiency and local market conditions. Evidence from Italy," Journal of Economics and Business, Elsevier, vol. 83(C), pages 70-90.
    36. Haque, Faizul & Brown, Kym, 2017. "Bank ownership, regulation and efficiency: Perspectives from the Middle East and North Africa (MENA) Region," International Review of Economics & Finance, Elsevier, vol. 47(C), pages 273-293.
    37. Qin, Duo & Song, Haiyan, 2009. "Sources of investment inefficiency: The case of fixed-asset investment in China," Journal of Development Economics, Elsevier, vol. 90(1), pages 94-105, September.
    38. Tseng, Fang-Mei & Chiu, Yu-Jing & Chen, Ja-Shen, 2009. "Measuring business performance in the high-tech manufacturing industry: A case study of Taiwan's large-sized TFT-LCD panel companies," Omega, Elsevier, vol. 37(3), pages 686-697, June.
    39. Holod, Dmytro & Lewis, Herbert F., 2011. "Resolving the deposit dilemma: A new DEA bank efficiency model," Journal of Banking & Finance, Elsevier, vol. 35(11), pages 2801-2810, November.
    40. Franziska Bremus & Claudia M. Buch, 2015. "Banking Market Structure and Macroeconomic Stability: Are Low-Income Countries Special?," Pacific Economic Review, Wiley Blackwell, vol. 20(1), pages 73-100, February.
    41. A Mukherjee & P Nath & M Pal, 2003. "Resource, service quality and performance triad: a framework for measuring efficiency of banking services," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 54(7), pages 723-735, July.
    42. Yoram Wind & Thomas L. Saaty, 1980. "Marketing Applications of the Analytic Hierarchy Process," Management Science, INFORMS, vol. 26(7), pages 641-658, July.
    43. Luo, Yongli, 2015. "CEO power, ownership structure and pay performance in Chinese banking," Journal of Economics and Business, Elsevier, vol. 82(C), pages 3-16.
    44. Giglio, Stefano & Kelly, Bryan & Pruitt, Seth, 2016. "Systemic risk and the macroeconomy: An empirical evaluation," Journal of Financial Economics, Elsevier, vol. 119(3), pages 457-471.
    45. Nijskens, Rob & Wagner, Wolf, 2011. "Credit risk transfer activities and systemic risk: How banks became less risky individually but posed greater risks to the financial system at the same time," Journal of Banking & Finance, Elsevier, vol. 35(6), pages 1391-1398, June.
    46. Wanke, Peter & Azad, Md. Abul Kalam & Barros, Carlos Pestana & Hassan, M. Kabir, 2016. "Predicting efficiency in Islamic banks: An integrated multicriteria decision making (MCDM) approach," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 45(C), pages 126-141.
    47. Lee, Seong Kon & Mogi, Gento & Hui, K.S., 2013. "A fuzzy analytic hierarchy process (AHP)/data envelopment analysis (DEA) hybrid model for efficiently allocating energy R&D resources: In the case of energy technologies against high oil prices," Renewable and Sustainable Energy Reviews, Elsevier, vol. 21(C), pages 347-355.
    48. Konara, Palitha & Tan, Yong & Johnes, Jill, 2019. "FDI and heterogeneity in bank efficiency: Evidence from emerging markets," Research in International Business and Finance, Elsevier, vol. 49(C), pages 100-113.
    49. Oral, Muhittin & Yolalan, Reha, 1990. "An empirical study on measuring operating efficiency and profitability of bank branches," European Journal of Operational Research, Elsevier, vol. 46(3), pages 282-294, June.
    50. Chiou, Yu-Chiun & Chen, Yen-Heng, 2006. "Route-based performance evaluation of Taiwanese domestic airlines using data envelopment analysis," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 42(2), pages 116-127, March.
    51. Paradi, Joseph C. & Rouatt, Stephen & Zhu, Haiyan, 2011. "Two-stage evaluation of bank branch efficiency using data envelopment analysis," Omega, Elsevier, vol. 39(1), pages 99-109, January.
    52. Dirk Hackbarth & Rainer Haselmann & David Schoenherr, 2015. "Financial Distress, Stock Returns, and the 1978 Bankruptcy Reform Act," The Review of Financial Studies, Society for Financial Studies, vol. 28(6), pages 1810-1847.
    53. Chang, Da-Yong, 1996. "Applications of the extent analysis method on fuzzy AHP," European Journal of Operational Research, Elsevier, vol. 95(3), pages 649-655, December.
    54. 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.
    55. Carretta, Alessandro & Farina, Vincenzo & Fiordelisi, Franco & Schwizer, Paola & Stentella Lopes, Francesco Saverio, 2015. "Don’t Stand So Close to Me: The role of supervisory style in banking stability," Journal of Banking & Finance, Elsevier, vol. 52(C), pages 180-188.
    56. Othman, Norfaizah & Abdul-Majid, Mariani & Abdul-Rahman, Aisyah, 2017. "Partnership financing and bank efficiency," Pacific-Basin Finance Journal, Elsevier, vol. 46(PA), pages 1-13.
    57. Quaranta, Anna Grazia & Raffoni, Anna & Visani, Franco, 2018. "A multidimensional approach to measuring bank branch efficiency," European Journal of Operational Research, Elsevier, vol. 266(2), pages 746-760.
    58. Sunil Kumar & Rachita Gulati, 2008. "Evaluation of technical efficiency and ranking of public sector banks in India," International Journal of Productivity and Performance Management, Emerald Group Publishing Limited, vol. 57(7), pages 540-568, September.
    59. Du, Kai & Sim, Nicholas, 2016. "Mergers, acquisitions, and bank efficiency: Cross-country evidence from emerging markets," Research in International Business and Finance, Elsevier, vol. 36(C), pages 499-510.
    60. Kent Eaton & Kai Kaiser & Paul J. Smoke, 2011. "The Political Economy of Decentralization Reforms : Implications for Aid Effectiveness," World Bank Publications - Books, The World Bank Group, number 2336.
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