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Data Envelopment Analysis (Dea) for Measuring Technical Efficiency of Banks

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  • Gunjan M. Sanjeev

Abstract

The Indian banking sector has witnessed a series of reforms in the last fifteen years to improve their efficiency. The reforms focussed on the deregulation of policies, prescription of prudential norms on capital adequacy, income recognition, asset classification and provisioning for impaired assets. They allowed the opening up of the private sector, including the entry of foreign banks in order to increase competition within the Indian banking system. The reforms also gave greater freedom to the banks to manage both the pricing and quality of resources. This study makes an attempt to evaluate the technical efficiency of the banks operating in India in the post-reform era. The study uses a non-parametric linear programming-based technique. Data Envelopment Analysis (DEA) is used to determine the technical efficiency of the public, private and foreign banks operating in India. The study has also investigated the relationship between the efficiency and the percentage of non-performing assets (NPAs) of the commercial banks operating in India. The results show that the efficiency of the banks has improved over time and that the foreign banks have outperformed both private sector and public sector banks. Competition has increased sharply amongst the banks in the post-reform era. Therefore, it is evident that banks have responded positively to the reforms. It is concluded that the Indian banking sector is likely to witness greater thrust on reforms in coming years.

Suggested Citation

  • Gunjan M. Sanjeev, 2006. "Data Envelopment Analysis (Dea) for Measuring Technical Efficiency of Banks," Vision, , vol. 10(1), pages 13-27, January.
  • Handle: RePEc:sae:vision:v:10:y:2006:i:1:p:13-27
    DOI: 10.1177/097226290601000102
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    as
    1. Richard S. Barr & Thomas F. Siems, 1994. "Predicting bank failure using DEA to quantify management quality," Financial Industry Studies Working Paper 94-1, Federal Reserve Bank of Dallas.
    2. Wheelock, David C & Wilson, Paul W, 1995. "Explaining Bank Failures: Deposit Insurance, Regulation, and Efficiency," The Review of Economics and Statistics, MIT Press, vol. 77(4), pages 689-700, November.
    3. 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.
    4. Berger, Allen N. & Humphrey, David B., 1997. "Efficiency of financial institutions: International survey and directions for future research," European Journal of Operational Research, Elsevier, vol. 98(2), pages 175-212, April.
    5. Benjamin E. Hermalin & Nancy E. Wallace, 1994. "The Determinants of Efficiency and Solvency in Savings and Loans," RAND Journal of Economics, The RAND Corporation, vol. 25(3), pages 361-381, Autumn.
    6. 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.
    7. Luo, Xueming, 2003. "Evaluating the profitability and marketability efficiency of large banks: An application of data envelopment analysis," Journal of Business Research, Elsevier, vol. 56(8), pages 627-635, August.
    8. Dekker, David & Post, Thierry, 2001. "A quasi-concave DEA model with an application for bank branch performance evaluation," European Journal of Operational Research, Elsevier, vol. 132(2), pages 296-311, July.
    9. Miller, Stephen M. & Noulas, Athanasios G., 1996. "The technical efficiency of large bank production," Journal of Banking & Finance, Elsevier, vol. 20(3), pages 495-509, April.
    10. Loretta J. Mester, 1994. "How efficient are Third District banks?," Business Review, Federal Reserve Bank of Philadelphia, issue Jan, pages 3-18.
    11. Grifell-Tatje, E. & Lovell, C. A. K., 1996. "Deregulation and productivity decline: The case of Spanish bavings banks," European Economic Review, Elsevier, vol. 40(6), pages 1281-1303, June.
    12. 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.
    13. Kuosmanen, Timo & Post, Thierry, 2001. "Measuring economic efficiency with incomplete price information: With an application to European commercial banks," European Journal of Operational Research, Elsevier, vol. 134(1), pages 43-58, October.
    14. Colwell, R J & Davis, E P, 1992. " Output and Productivity in Banking," Scandinavian Journal of Economics, Wiley Blackwell, vol. 94(0), pages 111-129, Supplemen.
    15. Sathye, Milind, 2001. "X-efficiency in Australian banking: An empirical investigation," Journal of Banking & Finance, Elsevier, vol. 25(3), pages 613-630, March.
    16. Leightner, Jonathan E. & Lovell, C. A. Knox, 1998. "The Impact of Financial Liberalization on the Performance of Thai Banks," Journal of Economics and Business, Elsevier, vol. 50(2), pages 115-131, March.
    17. 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.
    18. Osman Zaim, 1995. "The Effect of Financial Liberalizationon the Efficiency of Turkish Commercial Banks," Working Papers 9505, Department of Economics, Bilkent University.
    19. Berger, Allen N. & Humphrey, David B., 1991. "The dominance of inefficiencies over scale and product mix economies in banking," Journal of Monetary Economics, Elsevier, vol. 28(1), pages 117-148, August.
    20. Ferrier, Gary D. & Lovell, C. A. Knox, 1990. "Measuring cost efficiency in banking : Econometric and linear programming evidence," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 229-245.
    21. Fried, Harold O. & Knox Lovell, C. A. & Eeckaut, Philippe Vanden, 1993. "Evaluating the performance of US credit unions," Journal of Banking & Finance, Elsevier, vol. 17(2-3), pages 251-265, April.
    22. Avkiran, Necmi Kemal, 1999. "The evidence on efficiency gains: The role of mergers and the benefits to the public," Journal of Banking & Finance, Elsevier, vol. 23(7), pages 991-1013, July.
    23. Saha, Asish & Ravisankar, T. S., 2000. "Rating of Indian commercial banks: A DEA approach," European Journal of Operational Research, Elsevier, vol. 124(1), pages 187-203, July.
    24. 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.
    25. R J Colwell & E P Davis, 1992. "Output, Productivity and Externalities - the Case of Banking," Bank of England working papers 3, Bank of England.
    26. Gilbert, R. Alton & Wilson, Paul W., 1998. "Effects of Deregulation on the Productivity of Korean Banks," Journal of Economics and Business, Elsevier, vol. 50(2), pages 133-155, March.
    27. Hartman, Thomas E. & Storbeck, James E. & Byrnes, Patricia, 2001. "Allocative efficiency in branch banking," European Journal of Operational Research, Elsevier, vol. 134(2), pages 232-242, October.
    28. Sturm, Jan-Egbert & Williams, Barry, 2004. "Foreign bank entry, deregulation and bank efficiency: Lessons from the Australian experience," Journal of Banking & Finance, Elsevier, vol. 28(7), pages 1775-1799, July.
    29. Bhattacharyya, Arunava & Lovell, C. A. K. & Sahay, Pankaj, 1997. "The impact of liberalization on the productive efficiency of Indian commercial banks," European Journal of Operational Research, Elsevier, vol. 98(2), pages 332-345, April.
    30. 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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