The effects of employment breaks on labor market outcomes are of great relevance in particular for females in relation with childbirth. In this paper we estimate the effect of the timing of women's first birth on later labor market outcomes, more precisely the effect on employment. In order to...

We analyze maternity leave durations, transition probabilities within a competing risks model and exit probabilities after maternity leave. Our sample exists of 1200 first-time mothers working in a large German company. With personnel data we observe employment histories with specific...

We develop the case of two-stage least squares estimation (2SLS) in the general framework of Athey et al. (Generalized Random Forests, Annals of Statistics, Vol. 47, 2019) and provide a software implementation for R and C++. We use the method to revisit the classic application of instrumental...