Nested random effects estimation in unbalanced panel data

被引:50
|
作者
Antweiler, W [1 ]
机构
[1] Univ British Columbia, Fac Commerce, Vancouver, BC V6T 1Z2, Canada
关键词
panel data; nested effects; error component; econometrics;
D O I
10.1016/S0304-4076(00)00086-5
中图分类号
F [经济];
学科分类号
02 ;
摘要
Panel data in many econometric applications exhibit a nested (hierarchical) structure. For example, data on firms may be grouped by industry, or data on air pollution may be grouped by observation station within a city, city within a country, and by country. In these cases, one can control for unobserved group and sub-group effects using a nested-error component model. A double-nested unbalanced panel is examined and a corresponding maximum likelihood estimator is derived. A generalization to even higher-order nesting is feasible. A practical example and a Monte-Carlo simulation compare the new estimator against the non-nested ML estimator. The style of presentation is intended to aid applied econometricians in implementing the new ML estimator. (C) 2001 Elsevier science S.A. All rights reserved.
引用
收藏
页码:295 / 313
页数:19
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