A Control Function Approach to Estimating Dynamic Probit Models with Endogenous

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1 论文标题
A Control Function Approach to Estimating Dynamic Probit Models with Endogenous Regressors, with an Application to the Study of Poverty Persistence in China
2 作者信息
John Giles
Irina Murtazashvil
3 出处和链接（比如，NBER working paper No.11000）
http://ftp.iza.org/dp6887.pdf  IZA DP No. 6887 September 2011
4 摘要
This paper proposes a parametric approach to estimating a dynamic binary response panel data model that allows for endogenous contemporaneous regressors. Such a model is of particular value for settings in which one wants to estimate the effects of an endogenous treatment on a binary outcome. In order to demonstrate the usefulness of the approach, we use it to examine the impact of rural-urban migration on the likelihood that households in rural China fall below the poverty line. In this application, it is shown that migration is important for reducing the likelihood that poor households remain in poverty and that non-poor households fall into poverty. Furthermore, it is demonstrated that failure to control for unobserved heterogeneity would lead the researcher to underestimate the impact of migrant labor markets on reducing the probability of falling into poverty.

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关键词：Endogenous Estimating function Approach control 论文 信息 particular treatment settings