Marginal rates and two-dimensional level curves in DEA

被引:44
作者
Rosen, D [1 ]
Schaffnit, C [1 ]
Paradi, JC [1 ]
机构
[1] Univ Toronto, Dept Ind Engn, Ctr Management Technol & Entrepreneurship, Toronto, ON M5S 1A4, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Data Envelopment Analysis; marginal rates; trade-offs; partial derivatives; piecewise linear surfaces; returns to scale;
D O I
10.1023/A:1018382904489
中图分类号
F [经济];
学科分类号
02 ;
摘要
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 "to the right" and "to the left" 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 simpler, 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 tradeoffs and allowing a better visualization of high dimensional production possibility sets, these tools can be very useful for managerial applications.
引用
收藏
页码:205 / 232
页数:28
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