A slacks-based measure of efficiency in data envelopment analysis

被引:5661
作者
Tone, K [1 ]
机构
[1] Natl Grad Inst Policy Studies, Shinjuku Ku, Tokyo 1628677, Japan
关键词
DEA; efficiency; slacks; profit; units invariant; Russell measure;
D O I
10.1016/S0377-2217(99)00407-5
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper, we will propose a slacks-based measure (SBM) of efficiency in Data Envelopment Analysis (DEA). This scalar measure deals directly with the input excesses and the output shortfalls of the decision making unit (DMU) concerned. It is units invariant and monotone decreasing with respect to input excess and output shortfall. Furthermore, this measure is determined only by consulting the reference-set of the DMU and is not affected by statistics over the whole data set. The new measure has a close connection with other measures proposed so far, e.g., Charnes-Cooper-Rhodes (CCR), Banker-Charnes-Cooper (BCC) and the Russell measure of efficiency. The dual side of this model can be interpreted as profit maximization, in contrast to the ratio maximization of the CCR model. Numerical experiments show its validity as an efficiency measurement tool and its compatibility with other measures of efficiency. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:498 / 509
页数:12
相关论文
共 23 条
[1]   TRANSLATION-INVARIANCE IN DATA ENVELOPMENT ANALYSIS [J].
ALI, AI ;
SEIFORD, LM .
OPERATIONS RESEARCH LETTERS, 1990, 9 (06) :403-405
[2]  
[Anonymous], 1962, NAV RES LOGIST Q
[3]   SOME MODELS FOR ESTIMATING TECHNICAL AND SCALE INEFFICIENCIES IN DATA ENVELOPMENT ANALYSIS [J].
BANKER, RD ;
CHARNES, A ;
COOPER, WW .
MANAGEMENT SCIENCE, 1984, 30 (09) :1078-1092
[4]   FOUNDATIONS OF DATA ENVELOPMENT ANALYSIS FOR PARETO-KOOPMANS EFFICIENT EMPIRICAL PRODUCTION-FUNCTIONS [J].
CHARNES, A ;
COOPER, WW ;
GOLANY, B ;
SEIFORD, L ;
STUTZ, J .
JOURNAL OF ECONOMETRICS, 1985, 30 (1-2) :91-107
[5]   POLYHEDRAL CONE-RATIO DEA MODELS WITH AN ILLUSTRATIVE APPLICATION TO LARGE COMMERCIAL-BANKS [J].
CHARNES, A ;
COOPER, WW ;
HUANG, ZM ;
SUN, DB .
JOURNAL OF ECONOMETRICS, 1990, 46 (1-2) :73-91
[6]   MEASURING EFFICIENCY OF DECISION-MAKING UNITS [J].
CHARNES, A ;
COOPER, WW ;
RHODES, E .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1978, 2 (06) :429-444
[7]   Measures of inefficiency in data envelopment analysis and stochastic frontier estimation [J].
Cooper, WW ;
Tone, K .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1997, 99 (01) :72-88
[8]  
COOPER WW, 1997, GEORG PROD WORKSH, V2
[9]  
FARE R, 1978, J ECON THEORY, V19, P150, DOI 10.1016/0022-0531(78)90060-1
[10]  
Fare R., 1985, MEASUREMENT EFFICIEN