Identification of Marginal Effects in a Nonparametric Correlated Random Effects Model

被引:18
作者
Bester, C. Alan [1 ]
Hansen, Christian [1 ]
机构
[1] Univ Chicago, Grad Sch Business, Chicago, IL 60637 USA
关键词
Index; Insider trading; Sufficient statistic; SAMPLE-SELECTION MODEL; DISCRETE-CHOICE MODELS; PANEL-DATA; CROSS-SECTION; REGRESSORS; ESTIMATORS;
D O I
10.1198/jbes.2009.0017
中图分类号
F [经济];
学科分类号
02 ;
摘要
In this article, we consider identification and estimation of average marginal effects in a correlated random effects model without imposing functional form assumptions on the structural likelihood or the mixing distribution. Identification is achieved through imposing that the mixing distribution depends on observed covariates only through an index function. We leave the functional form of the index function unrestricted subject to smoothness conditions. We present identification results for this model and consider estimation of the marginal effects of interest. We illustrate the approach through a brief empirical example, which considers the relationship between insider trading activity and trading volume.
引用
收藏
页码:235 / 250
页数:16
相关论文
共 33 条
[1]   Cross section and panel data estimators for nonseparable models with endogenous regressors [J].
Altonji, JG ;
Matzkin, RL .
ECONOMETRICA, 2005, 73 (04) :1053-1102
[2]  
Arellano M., 2001, HDB ECONOMETRICS, V5
[3]   ANALYSIS OF COVARIANCE WITH QUALITATIVE DATA [J].
CHAMBERLAIN, G .
REVIEW OF ECONOMIC STUDIES, 1980, 47 (01) :225-238
[4]  
CHEN S, 2007, ECONOMETRIC IN PRESS
[5]  
CHERNOZHUKOV V, 2004, BOUND ANAL PAN UNPUB
[6]   Root-N consistent semiparametric estimators of a dynamic panel-sample-selection model [J].
Gayle, George-Levi ;
Viauroux, Christelle .
JOURNAL OF ECONOMETRICS, 2007, 141 (01) :179-212
[7]   Jackknife and analytical bias reduction for nonlinear panel models [J].
Hahn, J ;
Newey, W .
ECONOMETRICA, 2004, 72 (04) :1295-1319
[8]  
HAHN J, 2004, BIAS REDUCTION UNPUB
[9]   Asymptotically unbiased inference for a dynamic panel model with fixed effects when both n and T are large [J].
Hahn, JY ;
Kuersteiner, G .
ECONOMETRICA, 2002, 70 (04) :1639-1657
[10]   PANEL DATA AND UNOBSERVABLE INDIVIDUAL EFFECTS [J].
HAUSMAN, JA ;
TAYLOR, WE .
ECONOMETRICA, 1981, 49 (06) :1377-1398