We introduce a nonparametric estimator for local quantile treatment effects in the regression discontinuity (RD) design …

This paper shows nonparametric identification of quantile treatment effects (QTE) in the regression discontinuity …-dimensional nonparametric regression. We apply the proposed estimators to estimate the effects of summer school on the distribution of school …

In this paper nonparametric instrumental variable estimation of local average treatment effects (LATE) is extended to … on much weaker assumptions than the identification of average treatment effects in other nonparametric instrumental … of LATE rely on parametric or semiparametric methods. In this paper, a nonparametric estimator for the estimation of LATE …

nonparametric matching and weighting estimators of the average treatment effects and their properties are examined. …

This note argues that nonparametric regression not only relaxes functional form assumptions vis-a-vis parametric …. Nonparametric approaches are still consistent, though. A few examples are examined and it is found that the asymptotic bias of OLS …

This paper shows nonparametric identification of quantile treatment effects (QTE) in the regression discontinuity …-dimensional nonparametric regression. We apply the proposed estimators to estimate the effects of summer school on the distribution of school …

This paper discusses the nonparametric identification of causal direct and indirect effects of a binary treatment based … obtain nonparametric identi-fication of (natural) direct and indirect as well as controlled direct effects for continuous and …