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Estimating the technical and scale efficiency of Greek commercial banks: The impact of credit risk, off-balance sheet activities, and international operations

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  • Pasiouras, Fotios

Abstract

This paper uses data envelopment analysis (DEA) to investigate the efficiency of the Greek commercial banking industry over the period 2000-2004. Our results indicate that the inclusion of loan loss provisions as an input increases the efficiency scores, but off-balance sheet items do not have a significant impact. The differences between the efficiency scores obtained through the profit-oriented and the intermediation approaches are in general small. Banks that have expanded their operations abroad appear to be more technical efficient than those operating only at a national level. Higher capitalization, loan activity, and market power increase the efficiency of banks. The number of branches has a positive and significant impact on efficiency, but the number of ATMs does not. The results are mixed with respect to variables indicating whether the banks are operating abroad through subsidiaries or branches.

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  • 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.
  • Handle: RePEc:eee:riibaf:v:22:y:2008:i:3:p:301-318
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    1. Berger, Allen N. & Mester, Loretta J., 2003. "Explaining the dramatic changes in performance of US banks: technological change, deregulation, and dynamic changes in competition," Journal of Financial Intermediation, Elsevier, vol. 12(1), pages 57-95, January.
    2. Laeven, Luc & Majnoni, Giovanni, 2003. "Loan loss provisioning and economic slowdowns: too much, too late?," Journal of Financial Intermediation, Elsevier, vol. 12(2), pages 178-197, April.
    3. Akhigbe, Aigbe & McNulty, James E., 2003. "The profit efficiency of small US commercial banks," Journal of Banking & Finance, Elsevier, vol. 27(2), pages 307-325, February.
    4. Ihsan Isik & M. Kabir Hassan, 2003. "Efficiency, Ownership and Market Structure, Corporate Control and Governance in the Turkish Banking Industry," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 30(9‐10), pages 1363-1421, December.
    5. 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.
    6. 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.
    7. Charnes, A. & Cooper, W. W. & Huang, Z. M. & Sun, D. B., 1990. "Polyhedral Cone-Ratio DEA Models with an illustrative application to large commercial banks," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 73-91.
    8. Anthony N. Rezitis, 2006. "Productivity Growth in the Greek Banking Industry: A Non-Parametric Approach," Journal of Applied Economics, Taylor & Francis Journals, vol. 9(1), pages 119-138, May.
    9. 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.
    10. Barbara Casu & Philip Molyneux, 2003. "A comparative study of efficiency in European banking," Applied Economics, Taylor & Francis Journals, vol. 35(17), pages 1865-1876.
    11. 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.
    12. 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.
    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. 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.
    15. Robert A. Eisenbeis & Gary D. Ferrier & Simon H. Kwan, 1999. "The informativeness of stochastic frontier and programming frontier efficiency scores: Cost efficiency and other measures of bank holding company performance," FRB Atlanta Working Paper 99-23, Federal Reserve Bank of Atlanta.
    16. Morck, Randall & Yeung, Bernard, 1991. "Why Investors Value Multinationality," The Journal of Business, University of Chicago Press, vol. 64(2), pages 165-187, April.
    17. Leigh Drake, 2001. "Efficiency and productivity change in UK banking," Applied Financial Economics, Taylor & Francis Journals, vol. 11(5), pages 557-571.
    18. Jaap W. B. Bos & James W. Kolari, 2005. "Large Bank Efficiency in Europe and the United States: Are There Economic Motivations for Geographic Expansion in Financial Services?," The Journal of Business, University of Chicago Press, vol. 78(4), pages 1555-1592, July.
    19. 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.
    20. 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.
    21. Claudia Girardone & Philip Molyneux & Edward Gardener, 2004. "Analysing the determinants of bank efficiency: the case of Italian banks," Applied Economics, Taylor & Francis Journals, vol. 36(3), pages 215-227.
    22. Barbara Casu & Claudia Girardone, 2004. "Financial conglomeration: efficiency, productivity and strategic drive," Applied Financial Economics, Taylor & Francis Journals, vol. 14(10), pages 687-696.
    23. Ali Ataullah & Hang Le, 2006. "Economic reforms and bank efficiency in developing countries: the case of the Indian banking industry," Applied Financial Economics, Taylor & Francis Journals, vol. 16(9), pages 653-663.
    24. Altunbas, Y. & Chakravarty, S. P., 2001. "Frontier cost functions and bank efficiency," Economics Letters, Elsevier, vol. 72(2), pages 233-240, August.
    25. Barbara Casu & Claudia Girardone, 2006. "Bank Competition, Concentration And Efficiency In The Single European Market," Manchester School, University of Manchester, vol. 74(4), pages 441-468, July.
    26. David Hauner, 2005. "Explaining efficiency differences among large German and Austrian banks," Applied Economics, Taylor & Francis Journals, vol. 37(9), pages 969-980.
    27. Jose Pastor & Lorenzo Serrano, 2005. "Efficiency, endogenous and exogenous credit risk in the banking systems of the Euro area," Applied Financial Economics, Taylor & Francis Journals, vol. 15(9), pages 631-649.
    28. Altunbas, Yener & Liu, Ming-Hau & Molyneux, Philip & Seth, Rama, 2000. "Efficiency and risk in Japanese banking," Journal of Banking & Finance, Elsevier, vol. 24(10), pages 1605-1628, October.
    29. Ali Ataullah & Tony Cockerill & Hang Le, 2004. "Financial liberalization and bank efficiency: a comparative analysis of India and Pakistan," Applied Economics, Taylor & Francis Journals, vol. 36(17), pages 1915-1924.
    30. Christopoulos, Dimitris K & Tsionas, Efthymios G, 2001. "Banking Economic Efficiency in the Deregulation Period: Results from Heteroscedastic Stochastic Frontier Models," Manchester School, University of Manchester, vol. 69(6), pages 656-676, December.
    31. Rao, Ananth, 2005. "Cost frontier efficiency and risk-return analysis in an emerging market," International Review of Financial Analysis, Elsevier, vol. 14(3), pages 283-303.
    32. Athanasios Noulas, 1997. "Productivity growth in the Hellenic banking industry: state versus private banks," Applied Financial Economics, Taylor & Francis Journals, vol. 7(3), pages 223-228.
    33. Christopoulos, Dimitris K. & Lolos, Sarantis E. G. & Tsionas, Efthymios G., 2002. "Efficiency of the Greek banking system in view of the EMU: a heteroscedastic stochastic frontier approach," Journal of Policy Modeling, Elsevier, vol. 24(9), pages 813-829, December.
    34. Maudos, Joaquin & Pastor, Jose M. & Perez, Francisco & Quesada, Javier, 2002. "Cost and profit efficiency in European banks," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 12(1), pages 33-58, February.
    35. Tortosa-Ausina, Emili, 2003. "Nontraditional activities and bank efficiency revisited: a distributional analysis for Spanish financial institutions," Journal of Economics and Business, Elsevier, vol. 55(4), pages 371-395.
    36. Altunbas, Y. & Gardener, E. P. M. & Molyneux, P. & Moore, B., 2001. "Efficiency in European banking," European Economic Review, Elsevier, vol. 45(10), pages 1931-1955, December.
    37. Saxonhouse, Gary R, 1976. "Estimated Parameters as Dependent Variables," American Economic Review, American Economic Association, vol. 66(1), pages 178-183, March.
    38. Drake, Leigh & Hall, Maximilian J. B., 2003. "Efficiency in Japanese banking: An empirical analysis," Journal of Banking & Finance, Elsevier, vol. 27(5), pages 891-917, May.
    39. Dimitris K. Christopoulos & Efthymios G. Tsionas, 2001. "Banking Economic Efficiency In The Deregulation Period: Results From Heteroscedastic Stochastic Frontier Models," Manchester School, University of Manchester, vol. 69(6), pages 656-676, December.
    40. 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.
    41. repec:fth:michin:282 is not listed on IDEAS
    42. Berger, Allen N. & Hunter, William C. & Timme, Stephen G., 1993. "The efficiency of financial institutions: A review and preview of research past, present and future," Journal of Banking & Finance, Elsevier, vol. 17(2-3), pages 221-249, April.
    43. Joaquin Maudos & Jose Pastor & Francisco Perez, 2002. "Competition and efficiency in the Spanish banking sector: the importance of specialization," Applied Financial Economics, Taylor & Francis Journals, vol. 12(7), pages 505-516.
    44. Mester, Loretta J., 1996. "A study of bank efficiency taking into account risk-preferences," Journal of Banking & Finance, Elsevier, vol. 20(6), pages 1025-1045, July.
    45. Adnan Kasman & Canan Yildirim, 2006. "Cost and profit efficiencies in transition banking: the case of new EU members," Applied Economics, Taylor & Francis Journals, vol. 38(9), pages 1079-1090.
    46. Isik, Ihsan & Hassan, M. Kabir, 2002. "Technical, scale and allocative efficiencies of Turkish banking industry," Journal of Banking & Finance, Elsevier, vol. 26(4), pages 719-766, April.
    47. 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.
    48. Karafolas, S. & Mantakas, G., 1996. "A note on cost structure and economies of scale in Greek banking," Journal of Banking & Finance, Elsevier, vol. 20(2), pages 377-387, March.
    49. 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.
    50. Nicholas Apergis & Anthony Rezitis, 2004. "Cost structure, technological change, and productivity growth in the greek banking sector," International Advances in Economic Research, Springer;International Atlantic Economic Society, vol. 10(1), pages 1-15, February.
    51. Tsionas, Efthymios G. & Lolos, Sarantis E. G. & Christopoulos, Dimitris K., 2003. "The performance of the Greek banking system in view of the EMU: results from a non-parametric approach," Economic Modelling, Elsevier, vol. 20(3), pages 571-592, May.
    52. Günter Lang & Peter Welzel, 1998. "Technology and Cost Efficiency in Universal Banking A “Thick Frontier”-Analysis of the German Banking Industry," Journal of Productivity Analysis, Springer, vol. 10(1), pages 63-84, July.
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