164
Views
3
CrossRef citations to date
0
Altmetric
Original Articles

Using panel data analysis to estimate confidence intervals for the DEA efficiency of individual decision making units

, &
Pages 3319-3326 | Published online: 31 Dec 2007

References

  • Andersen , P and Petersen , NC . 1993 . A procedure for ranking efficient units in data envelopment analysis . Management Science , 39 : 1261 – 5 .
  • Atkinson , SE and Wilson , PW . 1995 . Comparing mean efficiency and productivity scores from small samples - a bootstrap methodology . Journal of Productivity Analysis , 6 : 137 – 52 .
  • Baltagi , BH . 2005 . Econometric Analysis of Panel Data , West Sussex, , England : John Wiley & Sons, Ltd .
  • Barnum , DT and Gleason , JM . 2005 . Technical efficiency bias caused by intra-input aggregation in data envelopment analysis . Applied Economics Letters , 12 : 785 – 8 .
  • Barnum , DT and Gleason , JM . 2006a . Biases in technical efficiency scores caused by intra-input aggregation: mathematical analysis and a DEA application using simulated data . Applied Economics , 38 : 1593 – 603 .
  • Barnum , DT and Gleason , JM . 2006b . Measuring efficiency in allocating inputs among outputs with DEA . Applied Economics Letters , 13 ( – ) : 333 – 6 .
  • Barnum , DT and Gleason , JM . 2007a . Bias and precision in the DEA two-stage method, Forthcoming in . Applied Economics ,
  • Barnum , DT and Gleason , JM . 2007b . Technical efficiency bias in data envelopment analysis caused by intra-output aggregation . Applied Economics Letters , 14 : 623 – 6 .
  • Baum , CF . 2006 . An Introduction to Modern Econometrics Using Stata , College Station, , Texas : Stata Press .
  • Breen , R . 1996 . Regression Models: Censored, Sample-Selected, or Truncated Data , Thousand Oaks, Ca : Sage Publications .
  • Canadian Urban Transit Association . 2005 . Specialized transit services fact books: 1996–2005 operating data , Canada, , Canadian Urban Transit Association : Toronto .
  • Chambers , RG and Fare , R . 2004 . Additive decomposition of profit efficiency . Economics Letters , 84 : 329 – 34 .
  • Coelli , TJ , Rao , DSP , O'Donnell , CJ and Battese , GE . 2005 . An Introduction to Efficiency and Productivity Analysis , New York, NY : Springer .
  • Cooper , WW , Seiford , LM and Zhu , J . 2004 . Handbook on Data Envelopment Analysis , Boston, MA : Kluwer Academic Publishers .
  • Danchenko , D . 2006 . Public Transportation Fact Book http://www.apta.com/research/stats/factbook/documents/2006factbook.pdf, (Last Accessed date 8 September 2006)
  • Färe , R , Grosskopf , S and Zelenyuk , V . 2004 . Aggregation bias and its bounds in measuring technical efficiency . Applied Economics Letters , 11 : 657 – 60 .
  • Färe , R and Grosskopf , S . 2004 . New Directions: Efficiency and Productivity , Boston : Kluwer Academic Publishers .
  • Färe , R and Zelenyuk , V . 2002 . Input aggregation and technical efficiency . Applied Economics Letters , 9 : 635 – 6 .
  • Frees , EW . 1995 . Assessing cross-sectional correlation in panel data . Journal of Econometrics , 69 : 393 – 414 .
  • Frees , EW . 2004 . Longitudinal and Panel Data: Analysis and Applications in the Social Sciences , Cambridge, , UK : Cambridge University Press .
  • Gong , BH and Sickles , RC . 1992 . Finite-sample evidence on the performance of stochastic frontiers and data envelopment analysis using panel data . Journal of Econometrics , 51 : 259 – 84 .
  • Gonzalez , XM and Miles , D . 2002 . Statistical precision of DEA: a bootstrap application to Spanish public services . Applied Economics Letters , 9 : 127 – 32 .
  • Grosskopf , S . 1996 . Statistical inference and nonparametric efficiency: a selective survey . Journal of Productivity Analysis , 7 : 161 – 76 .
  • Holland , DS and Lee , ST . 2002 . Impacts of random noise and specification on estimates of capacity derived from data envelopment analysis . European Journal of Operational Research , 137 : 10 – 21 .
  • Hollingsworth , B , Harris , A and Gospodarevskaya , E . 2002 . The efficiency of immunization of infants by local government . Applied Economics , 34 : 2341 – 5 .
  • Hsiao , C . 2003 . Analysis of Panel Data , Cambridge : Cambridge University Press .
  • Kumbhakar , S and Lovell , CAK . 2000 . Stochastic Frontier Analysis , Cambridge, , England : Cambridge University Press .
  • Latruffe , L , Balcombe , K , Davidova , S and Zawalinska , K . 2004 . Determinants of technical efficiency of crop and livestock farms in Poland . Applied Economics , 36 : 1255 – 63 .
  • Litman , T . 2004 . Transit price elasticities and cross-elasticities . Journal of Public Transportation , 7 : 37 – 58 .
  • Löthgren , M . 1999 . Bootstrapping the Malmquist productivity index – a simulation study . Applied Economics Letters , 6 : 707 – 10 .
  • Löthgren , M . 2000 . On the consistency of the DEA-based average efficiency bootstrap . Applied Economics Letters , 7 : 53 – 7 .
  • Löthgren , M and Tambour , M . 1999a . Bootstrapping the data envelopment analysis Malmquist productivity index . Applied Economics , 31 : 417 – 25 .
  • Löthgren , M and Tambour , M . 1999b . Testing scale efficiency in DEA models: a bootstrapping approach . Applied Economics , 31 : 1231 – 7 .
  • Neter , J and Wasserman , W . 1974 . Applied Linear Statistical Models: Regression, Analysis of Variance, and Experimental Designs , IL : Irwin Homewood .
  • Ruggiero , J . 2004 . Data envelopment analysis with stochastic data . Journal of the Operational Research Society , 55 : 1008 – 12 .
  • Scheel , H . 2000 . EMS: Efficiency Measurement System http://www.wiso.uni-dortmund.de/lsfg/or/scheel/ems/. (Last Accessed date: 10 November 2006)
  • Sengupta , JK . 1998a . Stochastic data envelopment analysis: a new approach . Applied Economics Letters , 5 : 287 – 90 .
  • Sengupta , JK . 1998b . Testing allocative efficiency by data envelopment analysis . Applied Economics Letters , 5 : 689 – 92 .
  • Simar , L and Wilson , PW . 2000a . A general methodology for bootstrapping in non-parametric frontier models . Journal of Applied Statistics , 27 : 779 – 802 .
  • Simar , L and Wilson , PW . 2000b . Statistical inference in nonparametric frontier models: the state of the art . Journal of Productivity Analysis , 13 : 49 – 78 .
  • Simar , L and Wilson , PW . 2007 . Estimation and inference in two-stage, semi-parametric models of production processes . Journal of Econometrics , 136 : 31 – 64 .
  • Skrondal , A and Rabe-Hesketh , S . 2004 . Generalized Latent Variable Modeling: Multilevel, Longitudinal, and Structural Equation Models , Boca Raton, FL : Chapman & Hall/CRC .
  • StataCorp . 2007 . Stata Statistical Software, Release 9.2 ,
  • Steinmann , L and Zweifel , P . 2003 . On the (in)efficiency of Swiss hospitals . Applied Economics , 35 : 361 – 70 .
  • Tauer , LW . 2001 . Input aggregation and computed technical efficiency . Applied Economics Letters , 8 : 295 – 7 .
  • Wooldridge , JM . 2002 . Econometric Analysis of Cross Section and Panel Data , Cambridge, MA : MIT Press .
  • Xue , M and Harker , PT . 1999 . Overcoming the Inherent Dependency of DEA Efficiency Scores: A Bootstrap Approach 99–17, Financial Institutions Center, Wharton School, Univ. of Pennsylvania, Philadelphia, PA, http://fic.wharton.upenn.edu/fic/papers/99/9917.pdf. (Last Accessed date: 17 December 2006)
  • Zelenyuk , V and Zheka , V . 2006 . Corporate governance and firm's efficiency: the case of a transitional country, Ukraine . Journal of Productivity Analysis , 25 : 143 – 57 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.