TY - JOUR
T1 - Dominance at the divisional efficiencies level in network DEA
T2 - the case of two-stage processes
AU - Sotiros, Dimitris
AU - Koronakos, Gregory
AU - Despotis, Dimitris K.
PY - 2019/6
Y1 - 2019/6
N2 - We introduce in this paper the notion of dominance in the divisional efficiencies space in Network Data Envelopment Analysis. We argue that, irrespectively of the method used, a successful efficiency evaluation protocol should satisfy the dominance property at the divisional efficiencies level. In particular, there should not exist any other feasible solution in the assessment model, suboptimal in terms of the optimality criterion, that provides stage efficiencies scores at least as high as the assessed ones and higher for at least one stage. Then, we investigate the dominance property in different methods for two-stage series processes of various complexity. We prove that the additive efficiency decomposition method and the relational model provide non-dominated divisional efficiencies when they are applied to elementary two-stage processes, where nothing but the external inputs to the first stage enters the system and nothing but the external outputs of the second stage leaves the system. For more complex two-stage structures, however, we provide examples showing that these models do not comply with the dominance requirement at the divisional efficiencies level and lead to controversial results. Finally, we revisit some characteristic NDEA methods for which dominance is an inherent property.
AB - We introduce in this paper the notion of dominance in the divisional efficiencies space in Network Data Envelopment Analysis. We argue that, irrespectively of the method used, a successful efficiency evaluation protocol should satisfy the dominance property at the divisional efficiencies level. In particular, there should not exist any other feasible solution in the assessment model, suboptimal in terms of the optimality criterion, that provides stage efficiencies scores at least as high as the assessed ones and higher for at least one stage. Then, we investigate the dominance property in different methods for two-stage series processes of various complexity. We prove that the additive efficiency decomposition method and the relational model provide non-dominated divisional efficiencies when they are applied to elementary two-stage processes, where nothing but the external inputs to the first stage enters the system and nothing but the external outputs of the second stage leaves the system. For more complex two-stage structures, however, we provide examples showing that these models do not comply with the dominance requirement at the divisional efficiencies level and lead to controversial results. Finally, we revisit some characteristic NDEA methods for which dominance is an inherent property.
KW - Bottom-up approach
KW - Data envelopment analysis
KW - Dominance property
KW - Efficiency decomposition
KW - Network DEA
KW - Relational model
KW - Top-down approach
UR - http://www.scopus.com/inward/record.url?scp=85048883505&partnerID=8YFLogxK
U2 - 10.1016/j.omega.2018.06.007
DO - 10.1016/j.omega.2018.06.007
M3 - Article
AN - SCOPUS:85048883505
SN - 0305-0483
VL - 85
SP - 144
EP - 155
JO - Omega (United Kingdom)
JF - Omega (United Kingdom)
ER -