A slacks-based network DEA efficiency analysis of European airlines

被引:107
作者
Lozano, Sebastian [1 ]
Gutierrez, Ester [1 ]
机构
[1] Univ Seville, Dept Ind Management, Seville 41092, Spain
关键词
airlines; efficiency; data envelopment analysis; network DEA; slack-based measure of efficiency; DATA ENVELOPMENT ANALYSIS; MULTIMODE BUS TRANSIT; PERFORMANCE EVALUATION; DECOMPOSITION; GOVERNANCE; AIRPORTS; MODELS; SCALE;
D O I
10.1080/03081060.2014.935569
中图分类号
U [交通运输];
学科分类号
08 ; 0823 ;
摘要
Conventional data envelopment analysis (DEA) models consider a system as a single-process 'black box'. There are, however, DEA approaches that consider a system as composed of distinct processes or stages, each one with its own inputs and outputs and with intermediate flows among the stages. In this paper, a network DEA approach to airline efficiency assessment is presented. One conclusion of the study is that the network DEA approach has more discriminative power than the single-process DEA approach and that the computed targets, efficiency scores and rankings are more valid. This is because network DEA allows for a more fine-grained analysis that leads to a more realistic estimation of the overall system production possibility set than the one assumed by conventional DEA. In other words, compared with network DEA the conventional, single-process DEA represents an aggregated analysis that merges all system processes with their inputs and outputs and ignores their internal flows. The main drawbacks are the need for more detailed data (i.e. at the process level) and the greater complexity of the resulting models, especially if there are inputs or outputs that are shared among the processes.
引用
收藏
页码:623 / 637
页数:15
相关论文
共 33 条
[1]   Opening the black box of efficiency analysis: An illustration with UAE banks [J].
Avkiran, Necmi K. .
OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE, 2009, 37 (04) :930-941
[2]   Performance evaluation of Italian airports: A data envelopment analysis [J].
Barros, Carlos Pestana ;
Dieke, Peter U. C. .
JOURNAL OF AIR TRANSPORT MANAGEMENT, 2007, 13 (04) :184-191
[3]   An evaluation of European airlines' operational performance [J].
Barros, Carlos Pestana ;
Peypoch, Nicolas .
INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2009, 122 (02) :525-533
[4]   A classification of DEA models when the internal structure of the Decision Making Units is considered [J].
Castelli, Lorenzo ;
Pesenti, Raffaele ;
Ukovich, Walter .
ANNALS OF OPERATIONS RESEARCH, 2010, 173 (01) :207-235
[5]   Additive efficiency decomposition in two-stage DEA [J].
Chen, Yao ;
Cook, Wade D. ;
Li, Ning ;
Zhu, Joe .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 196 (03) :1170-1176
[6]  
Fare R., 2007, Network DEA, Modeling Data Irregularities and Structural Complexities in Data Envelopment Analysis, ss, P209, DOI [10.1007/978-0-387-71607-7_12, DOI 10.1007/978-0-387-71607-7_12]
[7]  
Fare R., 2000, SOC EC PLANNING SCI, V34, P35, DOI [10.1016/S0038-0121(99)00012-9, DOI 10.1016/S0038-0121(99)00012-9]
[8]  
Greer MR, 2006, INT J TRANSP ECON, V33, P37
[9]   European railway freight transportation and adaptation to demand decline Efficiency and partial productivity analysis from period of 1980-2003 [J].
Hilmola, Olli-Pekka .
INTERNATIONAL JOURNAL OF PRODUCTIVITY AND PERFORMANCE MANAGEMENT, 2007, 56 (03) :205-225
[10]   The impact of governance development models on urban rail efficiency [J].
Jain, Priyanka ;
Cullinane, Sharon ;
Cullinane, Kevin .
TRANSPORTATION RESEARCH PART A-POLICY AND PRACTICE, 2008, 42 (09) :1238-1250