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Sensitivity Analysis Of Efficiency And Malmquist Productivity Indices: An Application To Spanish Savings Banks

  • Emili Tortosa Ausina

    ()

    (Universitat Jaume I)

Hypothesis testing and statistical precision in the context of nonparametric efficiency and productivity measurement have been investigated since the early 1990s. Recent contributions focus on this matter through the use of resampling methods?i.e., bootstrapping techniques. However, empirical evidence is still practically non-existent. This gap is more noticeable in the case of banking efficiency studies, where the literature is immense. In this paper, we explore productivity growth and productive efficiency for Spanish savings banks over the (initial) post-deregulation period 1992?1998 using Data Envelopment Analysis (DEA) and bootstrapping techniques. Results show that productivity growth has occurred, mainly due to improvement in production possibilities, and that mean efficiency has remained fairly constant over time. The bootstrap analysis yields further evidence, as for many firms productivity growth, or decline, is not statistically significant. With regard to efficiency measurement, the bootstrap reveals that the disparities in the original efficiency scores of some firms are lessened to a great extent. Desde principios de los años noventa ha habido avances notables en el contraste de hipótesis dentro del contexto de la medición de la eficiencia y la productividad mediante técnicas paramétricas. Las contribuciones más recientes han enfocado el tema a través de métodos de remuestreo -conocidos en la literatura como técnicas bootstrap-. Sin embargo, prácticamente no ha habido aplicaciones, algo también patente en el estudio de la eficiencia de la empresa bancaria. En este artículo, analizamos la eficiencia productiva y el crecimiento de la productividad de las cajas de ahorro españolas durante el periodo 1992-1998 a través de técnicas no paramétricas (DEA) y de técnicas bootstrap, con el fin de poder realizar inferencia estadística. Los resultados indican que la productividad ha aumentado, principalmente debido a una mejora en las posibilidades de producción, mientras que la eficiencia promedio no ha variado sustancialmente. El análisis bootstrap revela que, en el caso de la productividad, para muchas empresas su aumento o disminución no es estadísticamente significativo. En cuanto a la eficiencia, muestra que las diferencias entre empresas individuales se reducen de manera notable cuando consideramos intervalos de confianza.

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Paper provided by Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie) in its series Working Papers. Serie EC with number 2002-30.

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Length: 32 pages
Date of creation: Nov 2002
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Publication status: Published by Ivie
Handle: RePEc:ivi:wpasec:2002-30
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  1. Simar, L. & Wilson, P.W., 1999. "Statistical Inference in Nonparametric Frontier Models: the State of the Art," Papers 9904, Catholique de Louvain - Institut de statistique.
  2. O. B. Olesen & N. C. Petersen, 1995. "Chance Constrained Efficiency Evaluation," Management Science, INFORMS, vol. 41(3), pages 442-457, March.
  3. Crespi, Rafel & Garcia-Cestona, Miguel A. & Salas, Vicente, 2004. "Governance mechanisms in Spanish banks. Does ownership matter?," Journal of Banking & Finance, Elsevier, vol. 28(10), pages 2311-2330, October.
  4. SIMAR, Léopold & WILSON, Paul, 1996. "Estimating and bootstrapping malmquist indices," CORE Discussion Papers 1996060, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
  5. Dyson, R. G. & Allen, R. & Camanho, A. S. & Podinovski, V. V. & Sarrico, C. S. & Shale, E. A., 2001. "Pitfalls and protocols in DEA," European Journal of Operational Research, Elsevier, vol. 132(2), pages 245-259, July.
  6. Vives, Xavier, 1990. "Deregulation and competition in Spanish banking," European Economic Review, Elsevier, vol. 34(2-3), pages 403-411, May.
  7. Gary Gorton & Richard J. Rosen, 1992. "Corporate control, portfolio choice, and the decline of banking," Finance and Economics Discussion Series 215, Board of Governors of the Federal Reserve System (U.S.).
  8. Emili Tortosa-Ausina, 2002. "Bank Cost Efficiency and Output Specification," Journal of Productivity Analysis, Springer, vol. 18(3), pages 199-222, November.
  9. Subal C. Kumbhakar & Ana Lozano-Vivas & C. A. Knox Lovell & Iftekhar Hasan, 1999. "The Effects of Deregulation on the Performance of Financial Institutions: The Case of Spanish Savings Banks," New York University, Leonard N. Stern School Finance Department Working Paper Seires 99-064, New York University, Leonard N. Stern School of Business-.
  10. 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.
  11. Léopold Simar & Paul Wilson, 1999. "Some Problems with the Ferrier/Hirschberg Bootstrap Idea," Journal of Productivity Analysis, Springer, vol. 11(1), pages 67-80, February.
  12. Amel, Dean & Barnes, Colleen & Panetta, Fabio & Salleo, Carmelo, 2004. "Consolidation and efficiency in the financial sector: A review of the international evidence," Journal of Banking & Finance, Elsevier, vol. 28(10), pages 2493-2519, October.
  13. Caves, Douglas W & Christensen, Laurits R & Diewert, W Erwin, 1982. "The Economic Theory of Index Numbers and the Measurement of Input, Output, and Productivity," Econometrica, Econometric Society, vol. 50(6), pages 1393-1414, November.
  14. Rajiv D. Banker, 1993. "Maximum Likelihood, Consistency and Data Envelopment Analysis: A Statistical Foundation," Management Science, INFORMS, vol. 39(10), pages 1265-1273, October.
  15. Joaquin Maudos, 1998. "Market structure and performance in Spanish banking using a direct measure of efficiency," Applied Financial Economics, Taylor & Francis Journals, vol. 8(2), pages 191-200.
  16. Xavier Freixas & Anthony M. Santomero, 2002. "An overall perspective on banking regulation," Working Papers 02-1, Federal Reserve Bank of Philadelphia.
  17. J. Maudos & J. M. Pastor, 2003. "Cost and profit efficiency in the Spanish banking sector (1985-1996): a non-parametric approach," Applied Financial Economics, Taylor & Francis Journals, vol. 13(1), pages 1-12.
  18. 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.).
  19. Rolf Färe & Gerald Whittaker, 1995. "An Intermediate Input Model Of Dairy Production Using Complex Survey Data," Journal of Agricultural Economics, Wiley Blackwell, vol. 46(2), pages 201-213.
  20. X. M. Gonzalez & D. Miles, 2002. "Statistical precision of DEA: a bootstrap application to Spanish public services," Applied Economics Letters, Taylor & Francis Journals, vol. 9(2), pages 127-132.
  21. Rogers, Kevin & SinkeyJr., Joseph F., 1999. "An analysis of nontraditional activities at U.S. commercial banks," Review of Financial Economics, Elsevier, vol. 8(1), pages 25-39, June.
  22. Rogers, Kevin E., 1998. "Nontraditional activities and the efficiency of US commercial banks," Journal of Banking & Finance, Elsevier, vol. 22(4), pages 467-482, May.
  23. C.A. Lovell, 2000. "Editor's Introduction," Journal of Productivity Analysis, Springer, vol. 13(1), pages 5-6, January.
  24. Gary Ferrier & Joseph Hirschberg, 1999. "Can We Bootstrap DEA Scores?," Journal of Productivity Analysis, Springer, vol. 11(1), pages 81-92, February.
  25. 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.
  26. Ana Lozano-Vivas, 1998. "Efficiency and technical change for Spanish banks," Applied Financial Economics, Taylor & Francis Journals, vol. 8(3), pages 289-300.
  27. Joaquín Maudos, 1996. "Eficiencia, cambio técnico y productividad en el sector bancario español: una aproximación de frontera estocástica," Investigaciones Economicas, Fundación SEPI, vol. 20(3), pages 339-358, September.
  28. Vives, Xavier, 1991. "Regulatory reform in European banking," European Economic Review, Elsevier, vol. 35(2-3), pages 505-515, April.
  29. Rolf Färe & Shawna Grosskopf & William L. Weber, 1989. "Measuring School District Performance," Public Finance Review, SAGE Publishing, vol. 17(4), pages 409-428, October.
  30. Simar, Leopold & Wilson, Paul W., 2002. "Non-parametric tests of returns to scale," European Journal of Operational Research, Elsevier, vol. 139(1), pages 115-132, May.
  31. Fare, Rolf & Shawna Grosskopf & Mary Norris & Zhongyang Zhang, 1994. "Productivity Growth, Technical Progress, and Efficiency Change in Industrialized Countries," American Economic Review, American Economic Association, vol. 84(1), pages 66-83, March.
  32. Léopold Simar & Paul W. Wilson, 1998. "Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models," Management Science, INFORMS, vol. 44(1), pages 49-61, January.
  33. Prior, Diego, 2003. "Long- and short-run non-parametric cost frontier efficiency: An application to Spanish savings banks," Journal of Banking & Finance, Elsevier, vol. 27(4), pages 655-671, April.
  34. Oulton,Nicholas & O'Mahony,Mary, 1994. "Productivity and Growth," Cambridge Books, Cambridge University Press, number 9780521453455, Junio.
  35. Léopold Simar & Paul Wilson, 1999. "Of Course We Can Bootstrap DEA Scores! But Does It Mean Anything? Logic Trumps Wishful Thinking," Journal of Productivity Analysis, Springer, vol. 11(1), pages 93-97, February.
  36. Emili Tortosa-Ausina, 2002. "Cost Efficiency and Product Mix Clusters across the Spanish Banking Industry," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 20(2), pages 163-181, March.
  37. Emili Tortosa-Ausina, 2002. "Financial costs, operating costs, and specialization of Spanish banking firms as distribution dynamics," Applied Economics, Taylor & Francis Journals, vol. 34(17), pages 2165-2176.
  38. Mukherjee, Kankana & Ray, Subhash C. & Miller, Stephen M., 2001. "Productivity growth in large US commercial banks: The initial post-deregulation experience," Journal of Banking & Finance, Elsevier, vol. 25(5), pages 913-939, May.
  39. Gary Ferrier & Joseph Hirschberg, 1997. "Bootstrapping Confidence Intervals for Linear Programming Efficiency Scores: With an Illustration Using Italian Banking Data," Journal of Productivity Analysis, Springer, vol. 8(1), pages 19-33, March.
  40. José Manuel Pastor Monsálvez, 1995. "Eficiencia, Cambio Productivo Y Cambio Técnico En Los Bancos Y Cajas De Ahorro Españolas: Un Análisis Frontera No Paramétrico," Working Papers. Serie EC 1995-09, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
  41. Ana Lozano-Vivas & Jesús Pastor & José Pastor, 2002. "An Efficiency Comparison of European Banking Systems Operating under Different Environmental Conditions," Journal of Productivity Analysis, Springer, vol. 18(1), pages 59-77, July.
  42. Wheelock, David C & Wilson, Paul W, 1999. "Technical Progress, Inefficiency, and Productivity Change in U.S. Banking, 1984-1993," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 31(2), pages 212-34, May.
  43. Vivas, Ana Lozano, 1997. "Profit efficiency for Spanish savings banks," European Journal of Operational Research, Elsevier, vol. 98(2), pages 381-394, April.
  44. Joel L. Horowitz, 1996. "Bootstrap Methods in Econometrics: Theory and Numerical Performance," Econometrics 9602009, EconWPA, revised 05 Mar 1996.
  45. Berg, Sigbjorn Atle & Forsund, Finn R & Jansen, Eilev S, 1992. " Malmquist Indices of Productivity Growth during the Deregulation of Norwegian Banking, 1980-89," Scandinavian Journal of Economics, Wiley Blackwell, vol. 94(0), pages S211-28, Supplemen.
  46. Grifell-Tatje, E. & Lovell, C. A. K., 1997. "The sources of productivity change in Spanish banking," European Journal of Operational Research, Elsevier, vol. 98(2), pages 364-380, April.
  47. 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.
  48. David Humphrey, 1993. "Cost and technical change: Effects from bank deregulation," Journal of Productivity Analysis, Springer, vol. 4(1), pages 9-34, June.
  49. 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.
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