9 citations · 9 across the 3 of their papers we have counts for
4 papers · 1 filter
Quantifying the Internal Validity of Weighted Estimands
Alexandre Poirier, Tymon Słoczyński
In this paper we study a class of weighted estimands, which we define as parameters that can be expressed as weighted averages of the underlying heterogeneous treatment effects. Th…
Doubly Robust Estimation of Local Average Treatment Effects Using Inverse Probability Weighted Regression Adjustment
Tymon Słoczyński, S. Derya Uysal, Jeffrey M. Wooldridge
We revisit the problem of estimating the local average treatment effect (LATE) and the local average treatment effect on the treated (LATT) when control variables are available, ei…
When Should We (Not) Interpret Linear IV Estimands as LATE?
Tymon Słoczyński
In this paper I revisit the interpretation of the linear instrumental variables (IV) estimand as a weighted average of conditional local average treatment effects (LATEs). I focus…
Interpreting OLS Estimands When Treatment Effects Are Heterogeneous: Smaller Groups Get Larger Weights
Tymon Słoczyński
Applied work often studies the effect of a binary variable ("treatment") using linear models with additive effects. I study the interpretation of the OLS estimands in such models w…