Sensitivity analysis of an efficient decision making unit in a data envelopment analysis model with variable returns to scale

Sensitivity analysis of an efficient decision making unit in a data envelopment analysis model with variable returns to scale

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Article ID: iaor20062351
Country: Netherlands
Volume: 25
Issue: 1
Start Page Number: 173
End Page Number: 192
Publication Date: Apr 2006
Journal: Journal of Productivity Analysis
Authors:
Keywords: programming: linear
Abstract:

In this paper we consider the Variable Returns to Scale 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.

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