Moment Conditions for Dynamic Panel Logit Models with Fixed Effects

M. Weidner, Bo E. Honor'e
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引用次数: 24

Abstract

This paper builds on Bonhomme (2012) to develop a method to systematically construct moment conditions for dynamic panel data logit models with fixed effects. After introducing the moment conditions obtained in this way, we explore their implications for identification and estimation of the model parameters that are common to all individuals, and we find that those common model parameters are estimable at root-$n$ rate for many more dynamic panel logit models than has been appreciated by the existing literature. In the case where the model contains one lagged variable, the moment conditions in Kitazawa (2013, 2016) are transformations of a subset of ours. A GMM estimator that is based on the moment conditions is shown to perform well in Monte Carlo simulations and in an empirical illustration to labor force participation.
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具有固定效应的动态面板Logit模型的力矩条件
本文在Bonhomme(2012)的基础上,开发了一种系统地构建具有固定效应的动态面板数据logit模型的矩条件的方法。在引入以这种方式获得的力矩条件后,我们探讨了它们对所有个体共有的模型参数的识别和估计的含义,我们发现,对于许多比现有文献所认识到的更多的动态面板logit模型,这些共同的模型参数是可以根-$n$率估计的。在模型包含一个滞后变量的情况下,Kitazawa(2013, 2016)中的力矩条件是我们的一个子集的转换。基于力矩条件的GMM估计器在蒙特卡罗模拟和劳动力参与的经验说明中表现良好。
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