Title of article
Specification testing for transformation models with an application to generalized accelerated failure-time models
Author/Authors
Lewbel، نويسنده , , Arthur and Lu، نويسنده , , Xun-Cheng Su، نويسنده , , Liangjun، نويسنده ,
Issue Information
دوفصلنامه با شماره پیاپی سال 2015
Pages
16
From page
81
To page
96
Abstract
This paper provides a nonparametric test of the specification of a transformation model. Specifically, we test whether an observable outcome Y is monotonic in the sum of a function of observable covariates X plus an unobservable error U . Transformation models of this form are commonly assumed in economics, including, e.g., standard specifications of duration models and hedonic pricing models. Our test statistic is asymptotically normal under local alternatives and consistent against nonparametric alternatives violating the implied restriction. Monte Carlo experiments show that our test performs well in finite samples. We apply our results to test for specifications of generalized accelerated failure-time (GAFT) models of the duration of strikes.
Keywords
Hazard model , Transformation model , Unobserved heterogeneity , Specification test , Additivity , Control variable , Endogenous variable , Monotonicity , Nonparametric nonseparable model
Journal title
Journal of Econometrics
Serial Year
2015
Journal title
Journal of Econometrics
Record number
2129666
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