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Determinants of bank efficiency: Evidence from a semi-parametric methodology

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Author Info
Delis, Manthos D
Papanikolaou, Nikolaos I

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Abstract

In this paper, we use a semi-parametric two-stage model to examine the effect of bank-specific, industry-specific and macroeconomic determinants of bank efficiency. This method, proposed by Simar and Wilson (2007), relaxes several deficiencies of previous two-stage analyses, which regress non-parametric estimates of bank efficiency on exogenous determinants. In particular, we propose a bootstrap procedure to be used in the second stage and we compare the results obtained to the equivalents of a Tobit model. We suggest that the Tobit regressions inaccurately provide insignificant estimates for the effect of bank size, industry concentration and economic investment on bank efficiency, a fact that illustrates the power of the new method. Since the effect of these determinants has been ambiguous in previous literature, this may be a desideratum for future research.

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Paper provided by University Library of Munich, Germany in its series MPRA Paper with number 13893.

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Date of creation: Jan 2009
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Publication status: Published in Managerial Finance 3.35(2009): pp. 260-275
Handle: RePEc:pra:mprapa:13893

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Related research
Keywords: Bank efficiency; semi-parametric models;

Find related papers by JEL classification:
C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Semiparametric and Nonparametric Methods
G21 - Financial Economics - - Financial Institutions and Services - - - Banks; Other Depository Institutions; Mortgages

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  1. Barbara Casu & Philip Molyneux, 2003. "A comparative study of efficiency in European banking," Applied Economics, Taylor and Francis Journals, vol. 35(17), pages 1865-1876, November. [Downloadable!] (restricted)
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  2. 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. [Downloadable!] (restricted)
    Other versions:
  3. Yildirim, H. Semih & Philippatos, George C., 2007. "Restructuring, consolidation and competition in Latin American banking markets," Journal of Banking & Finance, Elsevier, vol. 31(3), pages 629-639, March. [Downloadable!] (restricted)
  4. Allen N. Berger & David B. Humphrey, 1997. "Efficiency of Financial Institutions: International Survey and Directions for Future Research," Center for Financial Institutions Working Papers 97-05, Wharton School Center for Financial Institutions, University of Pennsylvania. [Downloadable!]
    Other versions:
  5. 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. [Downloadable!] (restricted)
  6. Miller, Stephen M & Noulas, Athanasios G, 1997. "Portfolio Mix and Large-Bank Profitability in the USA," Applied Economics, Taylor and Francis Journals, vol. 29(4), pages 505-12, April. [Downloadable!] (restricted)
  7. Vlad Manole & David A. Grigorian, 2002. "Determinants of Commercial Bank Performance in Transition: An Application of Data Envelopment Analysis," IMF Working Papers 02/146, International Monetary Fund.
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  8. Laurent Weill, 2003. "Banking efficiency in transition economies," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 11(3), pages 569-592, 09. [Downloadable!] (restricted)
  9. Cooper, Michael J. & Jackson, William III & Patterson, Gary A., 2003. "Evidence of predictability in the cross-section of bank stock returns," Journal of Banking & Finance, Elsevier, vol. 27(5), pages 817-850, May. [Downloadable!] (restricted)
  10. Hasan, Iftekhar & Marton, Katherin, 2003. "Development and efficiency of the banking sector in a transitional economy: Hungarian experience," Journal of Banking & Finance, Elsevier, vol. 27(12), pages 2249-2271, December. [Downloadable!] (restricted)
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  11. Angelini, Paolo & Cetorelli, Nicola, 2003. " The Effects of Regulatory Reform on Competition in the Banking Industry," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 35(5), pages 663-84, October.
  12. Claessens, Stijn & Demirguc-Kunt, Asl[iota] & Huizinga, Harry, 2001. "How does foreign entry affect domestic banking markets?," Journal of Banking & Finance, Elsevier, vol. 25(5), pages 891-911, May. [Downloadable!] (restricted)
  13. Pastor, Jose M, 2002. "Credit Risk and Efficiency in the European Banking System: A Three-Stage Analysis," Applied Financial Economics, Taylor and Francis Journals, vol. 12(12), pages 895-911, December. [Downloadable!] (restricted)
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  14. Clark, Jeffrey A & Siems, Thomas F, 2002. "X-Efficiency in Banking: Looking beyond the Balance Sheet," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 34(4), pages 987-1013, November.
  15. 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. [Downloadable!] (restricted)
  16. Subal kumbhakar & Ana Lozano-Vivas, 2005. "Deregulation and Productivity: The Case of Spanish Banks," Journal of Regulatory Economics, Springer, vol. 27(3), pages 331-351, 01. [Downloadable!] (restricted)
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  17. 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. [Downloadable!] (restricted)
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