Conditional moment models under semi-strong identification

被引:11
|
作者
Antoine, Bertille [1 ]
Lavergne, Pascal [2 ]
机构
[1] Simon Fraser Univ, Burnaby, BC V5A 1S6, Canada
[2] Toulouse Sch Econ, Toulouse, France
关键词
Identification; Conditional moments; Minimum distance estimation; CONSISTENT ESTIMATION; WEAK; GMM;
D O I
10.1016/j.jeconom.2014.04.008
中图分类号
F [经济];
学科分类号
02 ;
摘要
We consider conditional moment models under semi-strong identification. Identification strength is directly defined through the conditional moments that flatten as the sample size increases. Our new minimum distance estimator is consistent, asymptotically normal, robust to semi-strong identification, and does not rely on the choice of a user-chosen parameter, such as the number of instruments or some smoothing parameter. Heteroskedasticity-robust inference is possible through Wald testing without prior knowledge of the identification pattern. Simulations show that our estimator is competitive with alternative estimators based on many instruments, being well-centered with better coverage rates for confidence intervals. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:59 / 69
页数:11
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