PANEL DATA MODELS WITH INTERACTIVE FIXED EFFECTS

被引:959
作者
Bai, Jushan [1 ,2 ,3 ]
机构
[1] NYU, Dept Econ, New York, NY 10012 USA
[2] Tsinghua Univ, SEM, Beijing 100084, Peoples R China
[3] Cent Univ Finance & Econ, CEMA, Beijing, Peoples R China
关键词
Additive effects; interactive effects; factor error structure; bias-corrected estimator; Hausman tests; time-invariant regressors; common regressors; TIME-SERIES; ARBITRAGE; INFERENCE; RISK; COVARIANCE; NUMBER; BIAS; GMM;
D O I
10.3982/ECTA6135
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper considers large N and large T panel data models with unobservable multiple interactive effects, which are correlated with the regressors. In earnings studies, for example, workers' motivation, persistence, and diligence combined to influence the earnings in addition to the usual argument of innate ability. In macroeconomics, interactive effects represent unobservable common shocks and their heterogeneous impacts on cross sections. We consider identification, consistency, and the limiting distribution of the interactive-effects estimator. Under both large N and large T, the estimator is shown to be root NT consistent, which is valid in the presence of correlations and heteroskedasticities of unknown form in both dimensions. We also derive the constrained estimator and its limiting distribution, imposing additivity coupled with interactive effects. The problem of testing additive versus interactive effects is also studied. In addition, we consider identification and estimation of models in the presence of a grand mean, time-invariant regressors, and common regressors. Given identification, the rate of convergence and limiting results continue to hold.
引用
收藏
页码:1229 / 1279
页数:51
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