Efficiency decomposition in network data envelopment analysis with slacks-based measures

被引:95
|
作者
Kao, Chiang [1 ]
机构
[1] Natl Cheng Kung Univ, Dept Ind & Informat Management, Tainan 701, Taiwan
关键词
Data envelopment analysis; Slacks-based measure; Network; Efficiency decomposition; DEA; INEFFICIENCIES; MODELS;
D O I
10.1016/j.omega.2013.12.002
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
Conventional data envelopment analysis (DEA) treats the production system as a black box when measuring efficiency, ignoring its internal structure. By taking the operations of the component processes of the system into consideration, several network DEA models have been developed. Of these, the slacks-based measure (SBM) approach has attracted much attention for its ability to provide suitable efficiency measures, especially for weakly efficient production units. This paper proposes a general SBM model for network systems, and is able to decompose the system efficiency into a weighted average of the process efficiencies. This relationship holds for all types of network structure. An example shows that the network model has stronger discriminating power than the conventional black-box model, and the system efficiency is indeed a weighted average of the process efficiencies. The decomposition of the system efficiency helps identify key factors to improve the performance of a production unit. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1 / 6
页数:6
相关论文
共 50 条
  • [31] Evaluation of healthcare efficiency in China: a three-stage data envelopment analysis of directional slacks-based measure
    Fang, Bingxue
    Li, Mincai
    FRONTIERS IN PUBLIC HEALTH, 2024, 12
  • [32] Eco-Efficiency Assessment for Some European Countries Using Slacks-Based Measure Data Envelopment Analysis
    Wang, Chia-Nan
    Hsu, Hsien-Pin
    Wang, Yen-Hui
    Tri-Tung Nguyen
    APPLIED SCIENCES-BASEL, 2020, 10 (05):
  • [34] A mixed-integer slacks-based measure data envelopment analysis for efficiency measuring of German university hospitals
    Mansour Zarrin
    Health Care Management Science, 2023, 26 : 138 - 160
  • [35] Information and Communication Technologies and Labor Productivity: A Dynamic Slacks-Based Data Envelopment Analysis
    Santos-Arteaga, Francisco J.
    Di Caprio, Debora
    Tavana, Madjid
    JOURNAL OF THE KNOWLEDGE ECONOMY, 2023, 15 (3) : 14076 - 14102
  • [36] Analysis of the Environmental Efficiency of the Chinese Transportation Sector Using an Undesirable Output Slacks-Based Measure Data Envelopment Analysis Model
    Song, Xiaowei
    Hao, Yongpei
    Zhu, Xiaodong
    SUSTAINABILITY, 2015, 7 (07): : 9187 - 9206
  • [37] GENERALIZED FUZZY SLACKS-BASED MEASURES OF EFFICIENCY AND ITS APPLICATIONS
    Ashrafi, Ali
    Kaleibar, Mozhgan Mansouri
    JORDAN JOURNAL OF MATHEMATICS AND STATISTICS, 2019, 12 (02): : 135 - 149
  • [38] Continuous models combining slacks-based measures of efficiency and super-efficiency
    Bolos, Vicente J.
    Benitez, Rafael
    Coll-Serrano, Vicente
    CENTRAL EUROPEAN JOURNAL OF OPERATIONS RESEARCH, 2023, 31 (02) : 363 - 391
  • [39] Two stages' performance analysis of Taiwanese IC design industry: a dynamic network slacks-based data envelopment analysis approach
    Lu, Ching-Cheng
    Chen, Xiang
    Lee, Shih-Wen
    Hsu, Shao-Yin
    Chou, Kuo-Wei
    INTERNATIONAL JOURNAL OF TECHNOLOGY MANAGEMENT, 2022, 89 (1-2) : 93 - 123
  • [40] Development and Evolution of Slacks-Based Measure Models in Data Envelopment Analysis: A Comprehensive Review of the Literature
    Emrouznejad, Ali
    Brzezicki, Lukasz
    Lu, Chxiao
    JOURNAL OF ECONOMIC SURVEYS, 2025,