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Using scatter plots to identify efficient units
Other Title
A heuristic approach to data envelopment analysis
Journal
Journal of Interdisciplinary Mathematics
Date Issued
2006-01-01
Author(s)
Abstract
Data envelopment analysis (DEA), based on mathematical programming techniques, is a popular method for assessing the relative efficiency of various decision-making units (DMUs). Efficient DEA computations need to circumvent intensive time-consuming calculations. This paper indicates that the "corner points" in single input and single output scatter plot has extreme efficiency with regard to the multiple input and multiple output DEA models. This finding allows us to use two-way scatter plots to identify a subset of efficient DMUs prior to the DEA computations. These efficiency units provide a good heuristic solution to DEA without solving DEA mathematical programs. A simulated data set consisting of twenty R&D projects is presented to illustrate this technique's effectiveness and efficiency.
Type
journal article