STOCHASTIC PANEL FRONTIERS - A SEMIPARAMETRIC APPROACH

Citation
Bu. Park et al., STOCHASTIC PANEL FRONTIERS - A SEMIPARAMETRIC APPROACH, Journal of econometrics, 84(2), 1998, pp. 273-301
Citations number
23
Categorie Soggetti
Social Sciences, Mathematical Methods",Economics,"Mathematics, Miscellaneous","Mathematics, Miscellaneous
Journal title
ISSN journal
03044076
Volume
84
Issue
2
Year of publication
1998
Pages
273 - 301
Database
ISI
SICI code
0304-4076(1998)84:2<273:SPF-AS>2.0.ZU;2-C
Abstract
This paper complements the results of Hausman and Taylor (1981) and Co rnwell, Schmidt and Sickles (1990) and generalizes Park and Simar (199 4) by examining the semiparametric efficient estimation of panel model s in which the random effects and the regressors have certain patterns of correlation. A model in which this estimator may have particular p romise is the stochastic panel frontier model. In that model inefficie ncy may be correlated with certain determinants of technology or proxi es for heterogeneity in the application of that technology. Generalize d least squares or other estimators that fail to address this dependen cy structure are inconsistent. We examine semiparametric efficient est imation for three different models based on differing dependency struc tures. Efficiency of the slope parameters and the asymptotic propertie s of the level of the frontier function are explored. We illustrate ou r new estimator in an analysis of productive efficiency between select ed North American and European airline firms after domestic deregulati on in the US and prior to recent European reforms implemented in the c ourse of EC integration. (C) 1998 Elsevier Science S.A. All rights res erved.