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How to Incorporate Preference Information in a Weight-Restricted DEA Model: A Straightforward Solution Applied in the Field of Economics, Based on Simos' Revised Method.

Authors :
De Vicente Oliva, María Auxiliadora
Romero-Ania, Alberto
Source :
Axioms (2075-1680). Aug2022, Vol. 11 Issue 8, pN.PAG-N.PAG. 16p.
Publication Year :
2022

Abstract

Data envelopment analysis (DEA) is one the most successful techniques in the field of Operations Research. DEA is a non-parametric and objective approach for evaluating the relative efficiency of a set of decision-making units. The original DEA proposal contemplated the total freedom of variation of weights. This free variation may lead to situations with non-realistic weights and to the impossibility of incorporating the judgments of decision-makers. This work studies the links between multicriteria decision analysis (MCDA) and DEA by introducing weight restrictions in a DEA model using a methodology developed to obtain criteria weights in a MCDA context: the so-called Revised Simos' Procedure. The presented approach is suitable to be applied in the field of economics and management, being an intuitive and simple enough method for decision-makers who are not familiar with working with DEA models or multicriteria decision analysis. A classic example is presented, where the results found with this approach are compared with the results of other approaches which also use multicriteria decision analysis as a tool to obtain weight restrictions for a DEA model. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
20751680
Volume :
11
Issue :
8
Database :
Academic Search Index
Journal :
Axioms (2075-1680)
Publication Type :
Academic Journal
Accession number :
158731576
Full Text :
https://doi.org/10.3390/axioms11080367