A slacks-based measure of efficiency in data envelopment analysis

A slacks-based measure of efficiency in data envelopment analysis

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Article ID: iaor20014233
Country: Netherlands
Volume: 130
Issue: 3
Start Page Number: 498
End Page Number: 509
Publication Date: May 2001
Journal: European Journal of Operational Research
Authors:
Abstract:

In this paper, we will propose a slacks-based measure (SBM) of efficiency in Data Envelopment Analysis (DEA). This scalar measure deals directly with the input excesses and the output shortfalls of the decision making unit (DMU) concerned. It is units invariant and monotone decreasing with respect to input excess and output shortfall. Furthermore, this measure is determined only by consulting the reference-set of the DMU and is not affected by statistics over the whole data set. The new measure has a close connection with other measures proposed so far, e.g., Charnes–Cooper–Rhodes (CCR), Banker–Charnes–Cooper (BCC) and the Russell measure of efficiency. The dual side of this model can be interpreted as profit maximization, in contrast to the ratio maximization of the CCR model. Numerical experiments show its validity as an efficiency measurement tool and its compatibility with other measures of efficiency.

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