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Selected Publications
Direct and indirect treatment effects: causal chains and mediation analysis with instrumental variables
This paper discusses the nonparametric identification of causal direct and indirect effects of a binary treatment […]
Unconditional quantile treatment effects under endogeneity
This paper develops IV estimators for unconditional quantile treatment effects (QTE) when the treatment selection is […]
Latest version
Regression discontinuity design with covariates
In this paper, the regression discontinuity design (RDD) is generalized to account for differences in observed […]
Statistical treatment choice: an application to active labour market programmes
Choosing among a number of available treatments the most suitable for a given subject is an […]
Latest version
Exploiting regional treatment intensity for the evaluation of labour market policies
We estimate the effects of active labour market policies (ALMP) on subsequent employment by nonparametric instrumental […]