Abstract
This study develops a new performance evaluation model, called the meta dynamic network slack-based measure (MDN-SBM). This model incorporates the concept of meta-frontiers to facilitate comparisons of performance of decision making units, while at the same time it generalizes the slack-based measure (SBM), network SBM, and dynamic SBM. This MDN-SBM model is capable of dealing with two important special features of the transportation industry: unfavorable accidents and non-storable goods, i.e. available seat-kilometers that are wasting assets that lose value completely if unsold before departure. Hence, this generalized model contains higher differentiable capability than all its SBM-related submodels in the literature. To demonstrate, 35 international airlines with two divisions (production and consumption) in three terms (one-year time periods from 2007 to 2009) have been analyzed using meta-performance efficiency measures (ME) for all decision making units and have also been compared by geographical area (Asia-Pacific, N. America/Europe). The numerical example and comparison validate the proposed MDN-SBM model and suggest the airlines should put more focus on input resources reduction for productivity improvement.
Original language | English |
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Pages (from-to) | 1061-1089 |
Number of pages | 29 |
Journal | Journal of Advanced Transportation |
Volume | 50 |
Issue number | 6 |
DOIs | |
State | Published - 1 Oct 2016 |
Keywords
- air transportation
- data envelopment analysis
- full-service international airlines
- meta dynamic network (MDN)
- slack-based measure (SBM)