Local structural quantile effects in a model with a nonseparable control variable

被引:19
作者
Jun, Sung Jae [1 ]
机构
[1] Penn State Univ, Dept Econ, CAPCP, University Pk, PA 16802 USA
关键词
Triangular models; Local instruments; Control variables; Quantile regression; REGRESSION QUANTILES; WEAK IDENTIFICATION; INFERENCE;
D O I
10.1016/j.jeconom.2009.02.011
中图分类号
F [经济];
学科分类号
02 ;
摘要
I consider a semiparametric version of the nonseparable triangular model of Chesher [Chesher, A., 2003. identification in nonseparable models. Econometrica 71, 1405-1441]. The proposed model is linear in coefficients, where the coefficients are unknown functions of unobserved latent variables. Using a control variable idea and quantile regression methods, I propose a simple two-step estimator for the coefficients evaluated at particular values of the latent variables. Under the condition that the instruments are locally relevant (i.e. they affect a particular conditional quantile of interest of the endogenous variable) I establish consistency and asymptotic normality. Simulation experiments confirm the theoretical results. (c) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:82 / 97
页数:16
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