Quantile Models with Endogeneity

被引:47
作者
Chernozhukov, V. [1 ]
Hansen, C. [2 ]
机构
[1] MIT, Dept Econ, Cambridge, MA 02142 USA
[2] Univ Chicago, Booth Sch Business, Chicago, IL 60637 USA
来源
ANNUAL REVIEW OF ECONOMICS, VOL 5 | 2013年 / 5卷
关键词
identification; treatment effects; structural models; instrumental variables; INSTRUMENTAL VARIABLE ESTIMATION; WEAK IDENTIFICATION; REGRESSION; INFERENCE;
D O I
10.1146/annurev-economics-080511-110952
中图分类号
F [经济];
学科分类号
02 ;
摘要
In this article, we review quantile models with endogeneity. We focus on models that achieve identification through the use of instrumental variables and discuss conditions under which partial and point identification are obtained. We discuss key conditions, which include monotonicity and full-rank-type conditions, in detail. In providing this review, we update the identification results of Chernozhukov & Hansen (2005). We illustrate the modeling assumptions through economically motivated examples. We also briefly review the literature on estimation and inference.
引用
收藏
页码:57 / 81
页数:25
相关论文
共 64 条
[1]   Instrumental variables estimates of the effect of subsidized training on the quantiles of trainee earnings [J].
Abadie, A ;
Angrist, J ;
Imbens, G .
ECONOMETRICA, 2002, 70 (01) :91-117
[2]  
Abadie A., 1997, INVEST ECON-SPAIN, V21, P253
[3]  
Andrews D., 2011, 1801 YAL U COWL FDN
[4]   Inference Based on Conditional Moment Inequalities [J].
Andrews, Donald W. K. ;
Shi, Xiaoxia .
ECONOMETRICA, 2013, 81 (02) :609-666
[5]  
Autor DH, 2012, 17972 NBER
[6]   Sharp Identification Regions in Models With Convex Moment Predictions [J].
Beresteanu, Arie ;
Molchanov, Ilya ;
Molinari, Francesca .
ECONOMETRICA, 2011, 79 (06) :1785-1821
[7]  
Berry ST, 2010, 1744 YAL U COWL FDN
[8]  
Chen X, 2011, ARXIV11053007V1
[9]   Estimation of semiparametric models when the criterion function is not smooth [J].
Chen, XH ;
Linton, O ;
Van Keilegom, I .
ECONOMETRICA, 2003, 71 (05) :1591-1608
[10]   Estimation of Nonparametric Conditional Moment Models With Possibly Nonsmooth Generalized Residuals [J].
Chen, Xiaohong ;
Pouzo, Demian .
ECONOMETRICA, 2012, 80 (01) :277-321