A quasi-differencing approach to dynamic modelling from a time series of independent cross-sections

被引:22
作者
Girma, S [1 ]
机构
[1] Univ Nottingham, Sch Econ, Nottingham NG7 2RD, England
关键词
time series of cross sections; panel data; GMM;
D O I
10.1016/S0304-4076(00)00024-5
中图分类号
F [经济];
学科分类号
02 ;
摘要
We motivate and describe a GMM method of estimating linear dynamic models from a time series of independent cross-sections. This involves subjecting the model to a quasi-differencing transformation across pairs of individuals that belong to the same group. Desirable features of the model include the fact that: (i) no aggregation is involved, (ii) dynamic response parameters can vary across groups, (iii) the presence of unobserved individual specific heterogeneity is explicitly allowed for, and (iv) the GMM estimators are derived by realistically assuming group size asymptotics. The Monte Carlo experiments conducted to assess the finite sample performances of the proposed estimators provide us with encouragement. (C) 2000 Elsevier Science S.A. All rights reserved. JEL classification: C23.
引用
收藏
页码:365 / 383
页数:19
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