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Cross-efficiency evaluation in data envelopment analysis based on prospect theory
- Source :
- European Journal of Operational Research. 273:364-375
- Publication Year :
- 2019
- Publisher :
- Elsevier BV, 2019.
-
Abstract
- Cross-efficiency evaluation in data envelopment analysis (DEA) is a useful tool in evaluating the performance of decision-making units (DMUs). It is generally assumed that decision makers (DMs) are completely rational in common cross-efficiency evaluation models, which fail to consider the DM's risk attitude that plays an important role in the evaluation process. To fill this gap, we investigate the cross-efficiency evaluation in DEA based on prospect theory. First, we introduce a prospect value of the DMU to capture the non-rational psychological aspects of a DM under risk. Second, based on the prospect value, we propose a new cross-efficiency model termed the prospect cross-efficiency (PCE) model. Particularly, some existing cross-efficiency evaluation models can be deemed as the special cases of the PCE model with suitable adjustments of the parameters. Furthermore, this paper provides an empirical example to evaluate cross-efficiency with several selected universities directly managed by the Ministry of Education of China to illustrate the effectiveness of the PCE model in ranking DMUs.
- Subjects :
- 050210 logistics & transportation
Cross efficiency
021103 operations research
Information Systems and Management
General Computer Science
Operations research
Computer science
Process (engineering)
05 social sciences
0211 other engineering and technologies
02 engineering and technology
Management Science and Operations Research
Industrial and Manufacturing Engineering
Ranking
Prospect theory
Modeling and Simulation
0502 economics and business
Value (economics)
Data envelopment analysis
Subjects
Details
- ISSN :
- 03772217
- Volume :
- 273
- Database :
- OpenAIRE
- Journal :
- European Journal of Operational Research
- Accession number :
- edsair.doi...........abfac6894bbbdaa701b1628576186a91