This paper presents semiparametric estimators of distributional impacts of interventions (treatment) when selection to the program is based on observable characteristics. Distributional impacts of a treatment are calculated as differences in inequality measures of the potential outcomes of...

This paper argues that changes in the returns to occupational tasks have contributed tochanges in the wage distribution over the last three decades. Using Current PopulationSurvey (CPS) data, we first show that the 1990s polarization of wages is explained bychanges in wage setting between and...

In the recent period, the qualitative dimension of the women participation in the labor force has improved quickly, in response to cultural and economic changes. In Brazil, many authors have pointed that women have a higher level of schooling than men, which should result, caeteris paribus, in...

This paper presents semiparametric estimators of distributional impacts of interventions (treatment) when selection to the program is based on observable characteristics. Distributional impacts of a treatment are calculated as differences in inequality measures of the potential outcomes of...

We exploit a discontinuity in Brazilian municipal election rules to investigate whether political competition has a causal impact on policy choices. In municipalities with less than 200,000 voters mayors are elected with a plurality of the vote. In municipalities with more than 200,000 voters a...

We study semiparametric two-step estimators which have the same structure as parametric doubly robust estimators in their second step, but retain a fully nonparametric specification in the first step. Such estimators exist in many economic applications, including a wide range of missing data and...

The objectives of this paper are twofold. First, we investigate whether politicians use resources from the federal budget as a strategy to maintain and expand their political capital. Second, we examine whether such a strategy is rewarded by voters who elect politicians who assist their...

This paper uses a discontinuity on the test score disclosure rules of the National Secondary Education Examination in Brazil to test whether test score disclosure affects student performance, the composition of students in schools, and school observable inputs. We find that test score disclosure...

We propose a new regression method to estimate the impact of explanatory variables on quantiles of the unconditional distribution of an outcome variable. The proposed method consists of running a regression of the (recentered) influence function (RIF) of the unconditional quantile on the...