Skip to main content
Log in

Sensitivity Analysis of an Efficient DMU in DEA Model with Variable Returns to Scale (VRS)

  • Published:
Journal of Productivity Analysis Aims and scope Submit manuscript

Abstract

In this paper we consider the Variable Returns to Scale (VRS) Data Envelopment Analysis (DEA) model. In a DEA model each Decision Making Unit (DMU) is classified either as efficient or inefficient. Changes in inputs or outputs of any DMU can alter its classification, i.e. an efficient DMU can become inefficient and vice versa. The goal of this paper is to assess changes in inputs and outputs of an extreme efficient DMU that will not alter its efficiency status, thus obtaining the region of efficiency for that DMU. Namely, a DMU will remain efficient if and only if after applying changes this DMU stays in that region. The representation of this region is done using an iterative procedure. In the first step an extended DEA model, whereby a DMU under evaluation is excluded from the reference set, is used. In the iterative part of the procedure, by using the obtained optimal simplex tableau we apply parametric programming, thus moving from one facet to the adjacent one. At the end of the procedure we obtain the complete region of efficiency for a DMU under consideration.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • AI Ali CS Lerme LM Seiford (1995) ArticleTitleComponents of efficiency evaluation in data envelopment analysis Eur J Operational Research 80 462–473 Occurrence Handle10.1016/0377-2217(94)00131-U

    Article  Google Scholar 

  • P Andersen NC Petersen (1993) ArticleTitleA procedure for ranking efficient units in data envelopment analysis Manage Sci 39 1261–1264 Occurrence Handle10.1287/mnsc.39.10.1261

    Article  Google Scholar 

  • V Boljunčić (1998) ArticleTitleSome Aspects of Primal-dual Relationship in Sensitivity Analysis in DEA Centr Eur J Operations Research Econ 6 IssueID1–2 39–66

    Google Scholar 

  • A Charnes WW Cooper E Rhodes (1978) ArticleTitleMeasuring the efficiency of decision making units Eur J Operational Res 2 429–444 Occurrence Handle10.1016/0377-2217(78)90138-8

    Article  Google Scholar 

  • A Charnes WW Cooper B Golany LM Seiford J Stutz (1985) ArticleTitleFoundations of data envelopment analysis for Pareto-Koopmans efficient empirical production functions J Econ 30 91–109

    Google Scholar 

  • A Charnes L Neralić (1989a) ArticleTitleSensitivity analysis in data envelopment analysis 1 Glasnik matematièki Ser. III 24 IssueID44 211–226

    Google Scholar 

  • A Charnes L Neralić (1989b) ArticleTitleSensitivity analysis in data envelopment analysis 2 Glasnik matematički Ser. III 24 IssueID44 449–463

    Google Scholar 

  • A Charnes L Neralić (1990) ArticleTitleSensitivity analysis of the additive model in data envelopment analysis Eur J Operational Res 48 332–341 Occurrence Handle10.1016/0377-2217(90)90416-9

    Article  Google Scholar 

  • A Charnes L Neralić (1992) ArticleTitleSensitivity analysis in data envelopment analysis 3 Glasnik matematički Ser. III 27 IssueID47 191–201

    Google Scholar 

  • A Charnes WW Cooper RM Thrall (1991) ArticleTitleA Structure for Classifying and Characterizing Efficiency and Inefficiency in Data Envelopment Analysis J Prod Anal 2 197–237 Occurrence Handle10.1007/BF00159732

    Article  Google Scholar 

  • A Charnes S Haaag P Jaska JH Semple (1992) ArticleTitleSensitivity of efficiency classifications in the additive model of data envelopment analysis Int J Syst Sci 23 IssueID5 789–798

    Google Scholar 

  • Charnes A, Cooper WW, Lewin AY, Seiford LM (eds) (1994) Data envelopment analysis: theory, methodology, and application, Kluwer Academic Publishers.

  • A Charnes JJ Rousseau JH Semple (1996) ArticleTitleSensitivity and stability of efficiency classifications in data envelopment analysis J Prod Anal 7 5–18 Occurrence Handle10.1007/BF00158473

    Article  Google Scholar 

  • WW Cooper S Li LM Seiford RM Thrall J Zhu (2001) ArticleTitleSensitivity and stability analysis in DEA: some recent developments J Prod Anal 15 217–246 Occurrence Handle10.1023/A:1011128409257

    Article  Google Scholar 

  • Cooper WW, Seiford LM, Tone K (eds) (2000) Data envelopment analysis: a comprehensive text with models, applications, references and DEA-solver software, Kluwer Academic Publishers.

  • MD Gonzalez-Lima RA Tapia RM Thrall (1996) ArticleTitleOn the construction of strong complementarity slackness solutions for DEA linear programming problems using a primal-dual interior-point method Ann Operations Res 66 139–162 Occurrence Handle10.1007/BF02187298

    Article  Google Scholar 

  • LM Seiford J Zhu (1998) ArticleTitleStability regions for maintaining efficiency in data envelopment analysis Eur J Operational Res 108 IssueID1 127–139 Occurrence Handle10.1016/S0377-2217(97)00103-3

    Article  Google Scholar 

  • LM Seiford J Zhu (1998) ArticleTitleSensitivity analysis of DEA models for simultaneous changes in all data J Operational Res Soc 49 IssueID10 1060–1071

    Google Scholar 

  • Thompson R, Dharmapala PS, Thrall RM (1994) Sensitivity analysis of efficiency measures with application to Kansas farming and Illinois coal mining, In: Charnes et al. (eds) Data envelopment analysis: theory, methodology and applications, Kluwer Academic Publishers.

  • RG Thompson J Dharmapala Diaz MD Gonzalez-Lima RM Thrall (1996) ArticleTitleDEA multiplier analytic center sensitivity with an illustrative application to independent oil companies Ann Operations Res 66 163–177 Occurrence Handle10.1007/BF02187299

    Article  Google Scholar 

  • J Zhu (1996) ArticleTitleRobustness of the efficient DMUs in data envelopment analysis Eur J Operational Res 90 IssueID3 451–460 Occurrence Handle10.1016/0377-2217(95)00054-2

    Article  Google Scholar 

  • J Zhu (2001) ArticleTitleSuper-efficiency and DEA sensitivity analysis Eur J Operational Res 129 443–455 Occurrence Handle10.1016/S0377-2217(99)00433-6

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Valter Boljunčić.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Boljunčić, V. Sensitivity Analysis of an Efficient DMU in DEA Model with Variable Returns to Scale (VRS). J Prod Anal 25, 173–192 (2006). https://doi.org/10.1007/s11123-006-7139-5

Download citation

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11123-006-7139-5

Keywords

Navigation