We present a theorem helpful in estimating the mean and variance of a linear function with arbitrary multivariate randomness in its coefficients and variables. We derive a generalized decomposition result from two random linear functions in which the result can be applied to most models using...

We discuss important features and pitfalls of panel-data event study designs. We derive the following main results: First, event study designs and distributed-lag models are numerically identical leading to the same parameter estimates after correct reparametrization. Second, binning of effect...

Despite years of women's progress toward equality, gender disparities in the labour market persist, and parenthood has been identified as one of its key drivers. In this paper we investigate the child penalty in Russia by using longitudinal data from the Russian Longitudinal Monitoring Survey...

This paper provides evidence that low private contributions to highly subsidised day care constrain mothers from working longer hours. We study the effects of a reform that abolished day care fees in Germany on parental labour supply. The reform removed private contributions to highly subsidised...

This review paper articulates the relationship between prediction market data and event studies, with a special focus on applications in political economy. Event studies have been used to address a variety of political economy questions - from the economic effects of party control of government...

While wind power is considered key in the transition towards net zero, there are concerns about adverse health impacts on nearby residents. Based on precise geographical coordinates, we link a representative longitudinal household panel to all wind turbines in Germany and exploit their staggered...

Many studies estimate the impact of exposure to some quasi-experimental policy or event using a panel event study design. These models, as a generalized extension of 'difference-in-differences' or two-way fixed effect models, allow for dynamic lags and leads to the event of interest to be...

There is a large literature on the existence of a child penalty for mothers after the birth of a child. There is little discernible effect on fathers' labour incomes, although some studies find that there is a premium. We measure the penalty due to the birth of a first child for both parents for...

We study how childbirth increases the likelihood of young, working mothers to claim disability insurance and how paternity leave could ease this effect. Our event study analysis uses Belgian data to show that the incidence rate of disability across gender only diverges after first-time...

This paper analyzes the determinants of the labor-capital split in national income for 20 countries since the late 1800s. Our main identification strategy focuses on unique historical quasi-experimental events: i) the introduction of universal suffrage, ii) close election wins of left-wing...