Center for Policy Research
Working Paper
A Laplace Stochastic Frontier Model
William C. Horrace & Christopher F. Parmeter
C.P.R. Working Paper No. 166
April 2014
Abstract
The authors propose a Laplace stochastic frontier model as an alternative to the traditional model with normal errors. An interesting feature of the Laplace model is that the distribution of inefficiency conditional on the composed error is constant for positive values of the composed error, but varies for negative values. Therefore, it may be ideally suited for analyzing industries with many forms on or close to the efficient frontier. A simulation study suggests that the model performs well relative to the normal-exponential model when the two-sided error is misspecified. A brief application to U.S. Airlines is provided.