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Consistency conditions for regulatory analysis of financial institutions: a comparison of frontier efficiency methods

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Author Info

  • Paul W. Bauer
  • Allen N. Berger
  • Gary D. Ferrier
  • David B. Humphrey

Abstract

We propose a set of consistency conditions that frontier efficiency measures should meet to be most useful for regulatory analysis or other purposes. The efficiency estimates should be consistent in their efficiency levels, rankings, and identification of best and worst firms; consistent over time and with competitive conditions in the market; and consistent with standard nonfrontier measures of performance. We provide evidence on these conditions by evaluating and comparing efficiency estimates on U.S. bank efficiency from variants of all four of the major approaches--DEA, SFA, TFA, and DFA--and find mixed results.

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Bibliographic Info

Paper provided by Board of Governors of the Federal Reserve System (U.S.) in its series Finance and Economics Discussion Series with number 1997-50.

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Date of creation: 1997
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Handle: RePEc:fip:fedgfe:1997-50

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Keywords: Bank supervision ; Bank management;

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References

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  2. Gary D. FERRIER & Kristiaan KERSTENS & Philippe VANDEN EECKAUT, 1994. "Radial and Nonradial Technical Efficiency Measures on DEA Reference Technology : A Comparison Using US Banking Data," Discussion Papers (REL - Recherches Economiques de Louvain) 1994043, Université catholique de Louvain, Institut de Recherches Economiques et Sociales (IRES).
  3. 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.
  4. DeYoung, Robert, 1997. "A diagnostic test for the distribution-free efficiency estimator: An example using U.S. commercial bank data," European Journal of Operational Research, Elsevier, vol. 98(2), pages 243-249, April.
  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.
  6. Allen N. Berger & Anil K. Kashyap & Joseph Scalise, 1995. "The Transformation of the U.S. Banking Industry: What a Long, Strange Trip It's Been," Center for Financial Institutions Working Papers 96-06, Wharton School Center for Financial Institutions, University of Pennsylvania.
  7. Yuengert, Andrew M., 1993. "The measurement of efficiency in life insurance: Estimates of a mixed normal-gamma error model," Journal of Banking & Finance, Elsevier, vol. 17(2-3), pages 483-496, April.
  8. Knox Lovell, C. A. & Pastor, Jesus T., 1997. "Target setting: An application to a bank branch network," European Journal of Operational Research, Elsevier, vol. 98(2), pages 290-299, April.
  9. SIMAR, Léopold & WILSON, Paul, 1995. "Sensitivity Analysis to Efficiency Scores : How to Bootstrap in Nonparametric Frontier Models," CORE Discussion Papers 1995043, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
  10. Allen N. Berger & Timothy H. Hannan, 1998. "The Efficiency Cost Of Market Power In The Banking Industry: A Test Of The "Quiet Life" And Related Hypotheses," The Review of Economics and Statistics, MIT Press, vol. 80(3), pages 454-465, August.
  11. 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.
  12. Borger, Bruno De & Ferrier, Gary D. & Kerstens, Kristiaan, 1998. "The choice of a technical efficiency measure on the free disposal hull reference technology: A comparison using US banking data," European Journal of Operational Research, Elsevier, vol. 105(3), pages 427-446, March.
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  15. Schmidt, Peter & Sickles, Robin C, 1984. "Production Frontiers and Panel Data," Journal of Business & Economic Statistics, American Statistical Association, vol. 2(4), pages 367-74, October.
  16. Berger, Allen N & Cummins, J David & Weiss, Mary A, 1997. "The Coexistence of Multiple Distribution Systems for Financial Services: The Case of Property-Liability Insurance," The Journal of Business, University of Chicago Press, vol. 70(4), pages 515-46, October.
  17. 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.
  18. Fecher, F. & Kessler, D. & Perelman, S. & Pestieau, P., 1991. "Productive performance of the french insurance industry," CORE Discussion Papers 1991025, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
  19. Allen N. Berger & Robert DeYoung, 1997. "Problem loans and cost efficiency in commercial banks," Finance and Economics Discussion Series 1997-8, Board of Governors of the Federal Reserve System (U.S.).
  20. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
  21. Ferrier, Gary D. & Grosskopf, Shawna & Hayes, Kathy J. & Yaisawarng, Suthathip, 1993. "Economies of diversification in the banking industry : A frontier approach," Journal of Monetary Economics, Elsevier, vol. 31(2), pages 229-249, April.
  22. Giokas, DI, 1991. "Bank branch operating efficiency: A comparative application of DEA and the loglinear model," Omega, Elsevier, vol. 19(6), pages 549-557.
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  24. Allen N. Berger & David B. Humphrey, 1997. "Efficiency of financial institutions: international survey and directions for future research," Finance and Economics Discussion Series 1997-11, Board of Governors of the Federal Reserve System (U.S.).
  25. Cornwell, Christopher & Schmidt, Peter & Sickles, Robin C., 1989. "Production Frontiers With Cross-Sectinal And Time-Series Variation In Efficiency Levels," Working Papers 89-18, C.V. Starr Center for Applied Economics, New York University.
  26. Bauer, Paul W. & Hancock, Diana, 1993. "The efficiency of the Federal Reserve in providing check processing services," Journal of Banking & Finance, Elsevier, vol. 17(2-3), pages 287-311, April.
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  28. Cebenoyan, A Sinan & Cooperman, Elizabeth S & Register, Charles A, 1993. "Firm Efficiency and the Regulatory Closure of S&Ls: An Empirical Investigation," The Review of Economics and Statistics, MIT Press, vol. 75(3), pages 540-45, August.
  29. 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.
  30. Leamer, Edward E & Leonard, Herman B, 1983. "Reporting the Fragility of Regression Estimates," The Review of Economics and Statistics, MIT Press, vol. 65(2), pages 306-17, May.
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  32. DeYoung, Robert & Hasan, Iftekhar & Kirchhoff, Bruce, 1998. "The Impact of Out-of-State Entry on the Cost Efficiency of Local Commercial Banks," Journal of Economics and Business, Elsevier, vol. 50(2), pages 191-203, March.
  33. A. Charnes & W. W. Cooper & T. Sueyoshi, 1988. "A Goal Programming/Constrained Regression Review of the Bell System Breakup," Management Science, INFORMS, vol. 34(1), pages 1-26, January.
  34. Seiford, Lawrence M. & Thrall, Robert M., 1990. "Recent developments in DEA : The mathematical programming approach to frontier analysis," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 7-38.
  35. Andrew M. Yuengert, 1993. "The measurement of efficiency in life insurance estimates of a mixed normal-gamma error model," Research Paper 9308, Federal Reserve Bank of New York.
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