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Marginal Rates and Two-dimensional Level Curves in DEA
Authors:Rosen  Dan  Schaffnit  Claire  Paradi  Joseph C
Institution:(1) Centre for Management of Technology and Entrepreneurship, Dept. of Industrial Engineering, University of Toronto, 4 Taddle Creek Rd., Toronto, Ontario, M5S 1A4, CANADA
Abstract:Of great importance to management, the computation of trade-offs presents particular difficulties within DEA since the piecewise linear nature of the envelopment surfaces does not allow for unique derivatives at every point. We present a comprehensive framework for analyzing marginal rates, and directional derivatives in general, on DEA frontiers. A useful characterization of these derivatives at given points can be provided in terms of the ranges they can take; equivalently, the bounds of these ranges correspond to derivatives ldquoto the rightrdquoand ldquoto the leftrdquo at these points. We present two approaches for their computation: first, the dual equivalents calculation of minimum and maximum multiplier ratios / finite differences, and then a modified simplex tableau method. The simplex tableau method provides a more general application of the method introduced by Hackman et al. (1994) to generate any two-dimensional section of the isoquant and is a practical tool to generate level plots of the frontier. By giving a complete picture of trade-offs and allowing a better visualization of high dimensional production possibility sets, these tools can be very useful for managerial applications.
Keywords:Data Envelopment Analysis  marginal rates  trade-offs  partial derivatives  piecewise linear surfaces  returns to scale
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