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Efficiency of commercial banks in Turkey and their comparison: application of DEA with Tobit analysis

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  • Aziz Kutlar
  • Ali Kabasakal
  • Mehmet Sena Ekici

Abstract

This paper aims to investigate the technical and allocative efficiency scores of 23 commercial banks operating in Turkey between 2003 and 2012 by using data envelopment analysis (DEA). In the CCR model analysis, the number of technically inefficient banks rises from three to six and the number of allocatively inefficient banks falls from six to five within the given period. On the other hand the number of technically efficient banks falls from 22 to 19 whereas the number of allocatively efficient banks rises from 10 to 16 in the study period according to BCC model analysis. Subsequently, the efficiency scores of the companies are associated with the outputs in the Tobit regression, and we try to determine the decisiveness of the outputs on efficiency. According to our results Tobit analysis provides more appropriate results on allocative efficiency scores in comparison to technical efficiency scores with the same output compound.

Suggested Citation

  • Aziz Kutlar & Ali Kabasakal & Mehmet Sena Ekici, 2017. "Efficiency of commercial banks in Turkey and their comparison: application of DEA with Tobit analysis," International Journal of Mathematics in Operational Research, Inderscience Enterprises Ltd, vol. 10(1), pages 84-103.
  • Handle: RePEc:ids:ijmore:v:10:y:2017:i:1:p:84-103
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    References listed on IDEAS

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    1. Mercan, Muhammet & Reisman, Arnold & Yolalan, Reha & Emel, Ahmet Burak, 2003. "The effect of scale and mode of ownership on the financial performance of the Turkish banking sector: results of a DEA-based analysis," Socio-Economic Planning Sciences, Elsevier, vol. 37(3), pages 185-202, September.
    2. Ta‐Cheng Chang & Yung‐Ho Chiu, 2006. "Affecting Factors On Risk‐Adjusted Efficiency In Taiwan'S Banking Industry," Contemporary Economic Policy, Western Economic Association International, vol. 24(4), pages 634-648, October.
    3. 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.
    4. Zhou, Xianbo & Li, Kui-Wai & Li, Qin, 2011. "An analysis on technical efficiency in post-reform China," China Economic Review, Elsevier, vol. 22(3), pages 357-372, September.
    5. Isik, Ihsan & Kabir Hassan, M., 2003. "Financial deregulation and total factor productivity change: An empirical study of Turkish commercial banks," Journal of Banking & Finance, Elsevier, vol. 27(8), pages 1455-1485, August.
    6. Aziz Kutlar & Ali Kabasakal & Murat Sarikaya, 2013. "Determination of the efficiency of the world railway companies by method of DEA and comparison of their efficiency by Tobit analysis," Quality & Quantity: International Journal of Methodology, Springer, vol. 47(6), pages 3575-3602, October.
    7. Fotios Pasiouras & Emmanouil Sifodaskalakis & Constantin Zopounidis, 2011. "The cost efficiency of Greek cooperative banks: an application of two-stage data envelopment analysis," International Journal of Financial Services Management, Inderscience Enterprises Ltd, vol. 5(1), pages 34-51.
    8. 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.
    9. Drake, Leigh & Hall, Maximilian J.B. & Simper, Richard, 2006. "The impact of macroeconomic and regulatory factors on bank efficiency: A non-parametric analysis of Hong Kong's banking system," Journal of Banking & Finance, Elsevier, vol. 30(5), pages 1443-1466, May.
    10. Paradi, Joseph C. & Zhu, Haiyan, 2013. "A survey on bank branch efficiency and performance research with data envelopment analysis," Omega, Elsevier, vol. 41(1), pages 61-79.
    11. Chih-Ching Yang, 2014. "An enhanced DEA model for decomposition of technical efficiency in banking," Annals of Operations Research, Springer, vol. 214(1), pages 167-185, March.
    12. Abhiman Das & Saibal Ghosh, 2006. "Financial deregulation and efficiency: An empirical analysis of Indian banks during the post reform period," Review of Financial Economics, John Wiley & Sons, vol. 15(3), pages 193-221.
    13. Fotios Pasiouras, 2008. "International evidence on the impact of regulations and supervision on banks’ technical efficiency: an application of two-stage data envelopment analysis," Review of Quantitative Finance and Accounting, Springer, vol. 30(2), pages 187-223, February.
    14. Nguyen Khac Minh & Giang Thanh Long & Nguyen Viet Hung, 2013. "Efficiency And Super-Efficiency Of Commercial Banks In Vietnam: Performances And Determinants," Asia-Pacific Journal of Operational Research (APJOR), World Scientific Publishing Co. Pte. Ltd., vol. 30(01), pages 1-19.
    15. Ariff, Mohamed & Can, Luc, 2008. "Cost and profit efficiency of Chinese banks: A non-parametric analysis," China Economic Review, Elsevier, vol. 19(2), pages 260-273, June.
    16. Cevdet Denizer & Mustafa Dinc & Murat Tarimcilar, 2007. "Financial liberalization and banking efficiency: evidence from Turkey," Journal of Productivity Analysis, Springer, vol. 27(3), pages 177-195, June.
    17. William W. Cooper & Lawrence M. Seiford & Kaoru Tone, 2006. "Introduction to Data Envelopment Analysis and Its Uses," Springer Books, Springer, number 978-0-387-29122-2, September.
    18. Ahmad M. Abu-Alkheil & Hans-Peter Burghof & Walayet A. Khan, 2013. "Comparative performance of Islamic and conventional banks in Europe," American Journal of Finance and Accounting, Inderscience Enterprises Ltd, vol. 3(1), pages 1-23.
    19. Alireza Amirteimoori & Sohrab Kordrostami, 2010. "Multi-period efficiency analysis in data envelopment analysis," International Journal of Mathematics in Operational Research, Inderscience Enterprises Ltd, vol. 2(1), pages 113-128.
    20. Fukuyama, Hirofumi & Matousek, Roman, 2011. "Efficiency of Turkish banking: Two-stage network system. Variable returns to scale model," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 21(1), pages 75-91, February.
    21. Tomas Havranek & Zuzana Irsova, 2013. "Determinants of Bank Performance in Transition Countries: A Data Envelopment Analysis," Transition Studies Review, Springer;Central Eastern European University Network (CEEUN), vol. 20(1), pages 1-17, April.
    22. 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.
    23. Adnan Kasman, 2002. "Cost Efficiency, Scale Economies, and Technological Progress in Turkish Banking," Central Bank Review, Research and Monetary Policy Department, Central Bank of the Republic of Turkey, vol. 2(1), pages 1-20.
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