Estimation and inference in dynamic unbalanced panel-data models with a small number of individuals

被引:357
作者
Bruno, Giovanni S. F. [1 ]
机构
[1] Bocconi Univ, Ist Econ Polit, Milan, Italy
关键词
st0091; xtlsdvc; bias approximation; unbalanced panels; dynamic panel data; LSDV estimator; Monte Carlo experiment; bootstrap variance-covariance;
D O I
10.1177/1536867X0500500401
中图分类号
O1 [数学]; C [社会科学总论];
学科分类号
03 ; 0303 ; 0701 ; 070101 ;
摘要
This article describes a new Stata routine, xtlsdvc, that computes bias-corrected least-squares dummy variable (LSDV) estimators and their bootstrap variance-covariance matrix for dynamic (possibly) unbalanced panel-data models with strictly exogenous regressors. A Monte Carlo analysis is carried out to evaluate the finite-sample performance of the bias-corrected LSDV estimators in comparison to the original LSDV estimator and three popular N-consistent estimators: Arellano-Bond, Anderson-Hsiao and Blundell-Bond. Results strongly support the bias-corrected LSDV estimators according to bias and root mean squared error criteria when the number of individuals is small.
引用
收藏
页码:473 / 500
页数:28
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