Cross-efficiency evaluation in data envelopment analysis based on prospect theory

被引:144
作者
Liu, Hui-hui [1 ,2 ]
Song, Yao-yao [1 ,2 ]
Yang, Guo-liang [1 ,2 ]
机构
[1] Chinese Acad Sci, Inst Sci & Dev, POB 8712, Beijing 100190, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
基金
中国国家自然科学基金;
关键词
Data envelopment analysis; Cross-efficiency; Prospect theory; Risk attitude; RISK-AVERSION; DEA; DECISION; INFORMATION; SELECTION; UTILITY; CHOICE; MODEL;
D O I
10.1016/j.ejor.2018.07.046
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
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. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:364 / 375
页数:12
相关论文
共 47 条
[1]   Loss aversion under prospect theory: A parameter-free measurement [J].
Abdellaoui, Mohammed ;
Bleichrodt, Han ;
Paraschiv, Corina .
MANAGEMENT SCIENCE, 2007, 53 (10) :1659-1674
[2]   Eliciting Prospect Theory When Consequences Are Measured in Time Units: "Time Is Not Money" [J].
Abdellaoui, Mohammed ;
Kemel, Emmanuel .
MANAGEMENT SCIENCE, 2014, 60 (07) :1844-1859
[4]   The fixed weighting nature of a cross-evaluation model [J].
Anderson, TR ;
Hollingsworth, K ;
Inman, L .
JOURNAL OF PRODUCTIVITY ANALYSIS, 2002, 17 (03) :249-255
[5]   Location choice and risk attitude of a decision maker [J].
Berman, Oded ;
Sanajian, Nima ;
Wang, Jiamin .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2017, 66 :170-181
[6]   Additive Utility in Prospect Theory [J].
Bleichrodt, Han ;
Schmidt, Ulrich ;
Zank, Horst .
MANAGEMENT SCIENCE, 2009, 55 (05) :863-873
[7]   Risk analysis and decision theory: A bridge [J].
Borgonovo, E. ;
Cappelli, V. ;
Maccheroni, F. ;
Marinacci, M. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2018, 264 (01) :280-293
[8]   APPLIED DATA ENVELOPMENT ANALYSIS [J].
BOUSSOFIANE, A ;
DYSON, RG ;
THANASSOULIS, E .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1991, 52 (01) :1-15
[9]   MEASURING EFFICIENCY OF DECISION-MAKING UNITS [J].
CHARNES, A ;
COOPER, WW ;
RHODES, E .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1978, 2 (06) :429-444
[10]   Improving the discriminating power of DEA: focus on globally efficient units [J].
Despotis, DK .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 2002, 53 (03) :314-323