Maximum slacks-based measure of efficiency in network data envelopment analysis: A case of garment manufacturing

被引:2
|
作者
Kao, Chiang [1 ]
机构
[1] Natl Cheng Kung Univ, Dept Ind & Informat Management, Tainan, Taiwan
关键词
Data envelopment analysis; Network system; Slacks-based measure; FRICTION MINIMIZATION APPROACH; CLOSEST TARGETS; LEAST-DISTANCE; TECHNICAL EFFICIENCY; COMMON BENCHMARKING; DEA; FRONTIER; MODELS; PERFORMANCE; CONVEX;
D O I
10.1016/j.omega.2023.102989
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The conventional slacks-based measure (SBM) model is widely applied to measure the relative efficiency of a set of decision making units (DMUs) because the measured efficiency is not affected by weakly efficient frontiers. This model seeks the target point on the production frontier that is farthest to the assessed DMU to calculate efficiency, which requires more effort for the DMU to reach to become efficient. This paper develops a model to calculate the maximum SBM efficiency for general network production systems. Different from the conventional minimum SBM efficiency that is always less than the radial efficiency for inefficient DMUs, the maximum SBM efficiency can be greater than the radial efficiency. The measured efficiency satisfies the monotonicity property. The efficiencies of the component divisions of the network system can also be calculated at the same time. A garment manufacturing company whose major operations comprise cutting and sewing is studied using the developed model. The results show that the average maximum SBM efficiency is 35 % higher than the average minimum SBM efficiency and the sewing operation contributes more to the system efficiency than the cutting operation does.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] A slacks-based measure of efficiency in data envelopment analysis
    Tone, K
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2001, 130 (03) : 498 - 509
  • [2] A modified slacks-based measure of efficiency in data envelopment analysis
    Tone, Kaoru
    Toloo, Mehdi
    Izadikhah, Mohammad
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2020, 287 (02) : 560 - 571
  • [3] A slacks-based measure of super-efficiency in data envelopment analysis
    Tone, K
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2002, 143 (01) : 32 - 41
  • [4] Efficiency decomposition in network data envelopment analysis with slacks-based measures
    Kao, Chiang
    [J]. OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2014, 45 : 1 - 6
  • [5] A slacks-based measure model for calculating cross efficiency in data envelopment analysis
    Kao, Chiang
    Liu, Shiang-Tai
    [J]. OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2020, 95
  • [6] Integrating slacks-based measure of efficiency and super-efficiency in data envelopment analysis
    Trung Hieu Tran
    Mao, Yong
    Nathanail, Paul
    Siebers, Peer-Olaf
    Robinson, Darren
    [J]. OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2019, 85 : 156 - 165
  • [8] A slacks-based measure of super-efficiency in data envelopment analysis: A comment
    Du, Juan
    Liang, Liang
    Zhu, Joe
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2010, 204 (03) : 694 - 697
  • [9] Efficiency Aggregation in Generalized Network Data Envelopment Analysis with Slacks-Based Measure Based on Sample Units
    Sun, Na
    Zhao, Narisa
    Ma, Zhan-Xin
    [J]. SYMMETRY-BASEL, 2019, 11 (06):
  • [10] A slacks-based measure of super-efficiency in data envelopment analysis: An alternative approach
    Fang, Hsin-Hsiung
    Lee, Hsuan-Shih
    Hwang, Shiuh-Nan
    Chung, Cheng-Chi
    [J]. OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2013, 41 (04): : 731 - 734