A semi-oriented radial measure for measuring the efficiency of decision making units with negative data, using DEA
Data Envelopment Analysis (DEA) is a nonparametric method for measuring the efficiency of a set of decision making units such as firms or public sector agencies, first introduced into the operational research and management science literature by Charnes, Cooper, and Rhodes (CCR) [Charnes, A., Cooper, W.W., Rhodes, E., 1978. Measuring the efficiency of decision making units. European Journal of Operational Research 2, 429-444]. The original DEA models were applicable only to technologies characterized by positive inputs/outputs. In subsequent literature there have been various approaches to enable DEA to deal with negative data. In this paper, we propose a semi-oriented radial measure, which permits the presence of variables which can take both negative and positive values. The model is applied to data on a notional effluent processing system to compare the results with those yielded by two alternative methods for dealing with negative data in DEA: The modified slacks-based model suggested by Sharp et al. [Sharp, J.A., Liu, W.B., Meng, W., 2006. A modified slacks-based measure model for data envelopment analysis with 'natural' negative outputs and inputs. Journal of Operational Research Society 57 (11) 1-6] and the range directional model developed by Portela et al. [Portela, M.C.A.S., Thanassoulis, E., Simpson, G., 2004. A directional distance approach to deal with negative data in DEA: An application to bank branches. Journal of Operational Research Society 55 (10) 1111-1121]. A further example explores the advantages of using the new model.
Year of publication: |
2010
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Authors: | Emrouznejad, Ali ; Anouze, Abdel Latef ; Thanassoulis, Emmanuel |
Published in: |
European Journal of Operational Research. - Elsevier, ISSN 0377-2217. - Vol. 200.2010, 1, p. 297-304
|
Publisher: |
Elsevier |
Keywords: | Data Envelopment Analysis Negative data in DEA Translation-invariant DEA Slack-based model Range directional measure Semi-oriented radial measure |
Saved in:
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