Winkelmann Rainer, Xu Lin
Department of Economics, University of Zurich, Zurich, Switzerland.
Empir Econ. 2022;62(2):679-708. doi: 10.1007/s00181-021-02034-2. Epub 2021 Mar 6.
Regression models for proportions are frequently encountered in applied work. The conditional expectation function is bounded between 0 and 1 and therefore must be nonlinear, requiring nonstandard panel data extensions. One possible approach is the binomial panel logit model with fixed effects (Machado in J Econom 119:73-98, 2004). We propose a new and simple implementation of this conditional maximum likelihood estimator for standard software. We investigate the properties of the estimator under misspecification and derive a new test for overdispersion. Estimator and test are applied in a study of contracted working volumes, measured as proportion of full-time work, for women in Switzerland.
比例回归模型在实际工作中经常遇到。条件期望函数在0到1之间有界,因此必然是非线性的,这就需要非标准的面板数据扩展。一种可能的方法是具有固定效应的二项面板逻辑模型(马查多,《计量经济学杂志》119:73 - 98,2004年)。我们为标准软件提出了这种条件最大似然估计器的一种新的简单实现方法。我们研究了误设情况下估计器的性质,并推导了一种新的过度分散检验方法。估计器和检验方法应用于对瑞士女性的合同工作量(以全职工作比例衡量)的研究中。