具有内生解释变量和不平衡面板的相关随机效应模型

Riju Joshi, J. Wooldridge
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引用次数: 19

摘要

本文展示了当需要工具变量且面板不平衡时,相关随机效应方法如何扩展到线性面板数据模型。在一个变换方程上,我们得到了固定效应两级最小二乘估计量(FE2SLS)与池最小二乘估计量的代数等价。这种等价性使我们能够获得比较随机效应2SLS (RE2SLS)和FE2SLS的完全鲁棒的Hausman检验。此外,我们还得到了非平衡面板上控制函数估计和FE2SLS估计的等价结果。我们使用这个结果来获得一个稳健的变量加法豪斯曼检验,有效地比较了FE和FE2SLS估计。我们使用一个不平衡的小组来说明学生的表现和学校层面的支出。
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Correlated Random Effects Models with Endogenous Explanatory Variables and Unbalanced Panels
This paper shows how the correlated random effects approach can be extended to linear panel data models when instrumental variables are needed and the panel is unbalanced. We obtain the algebraic equivalence between the fixed effects two stage least squares (FE2SLS) estimator and a pooled 2SLS (P2SLS) estimator on a transformed equation. This equivalence allows us to obtain fully robust Hausman tests comparing random effects 2SLS (RE2SLS) and FE2SLS. In addition, we obtain an equivalence result for control function estimates and FE2SLS estimates in an unbalanced panel. We use this result to obtain a robust variable addition Hausman test that effectively compares the FE and FE2SLS estimates. We illustrate the tests using an unbalanced panel on student performance and spending at the school level.
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来源期刊
Annals of Economics and Statistics
Annals of Economics and Statistics Social Sciences-Social Sciences (miscellaneous)
CiteScore
0.80
自引率
0.00%
发文量
14
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