597 citations · 1.3k across the 13 of their papers we have counts for
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Finite-Sample Optimal Estimation and Inference on Average Treatment Effects Under Unconfoundedness
Timothy B. Armstrong, Michal Kolesár
We consider estimation and inference on average treatment effects under unconfoundedness conditional on the realizations of the treatment variable and covariates. Given nonparametr…
Inference in Regression Discontinuity Designs with a Discrete Running Variable
Michal Kolesár, Christoph Rothe
We consider inference in regression discontinuity designs when the running variable only takes a moderate number of distinct values. In particular, we study the common practice of…
Simple and Honest Confidence Intervals in Nonparametric Regression
Timothy B. Armstrong, Michal Kolesár
We consider the problem of constructing honest confidence intervals (CIs) for a scalar parameter of interest, such as the regression discontinuity parameter, in nonparametric regre…
A Simple Adjustment for Bandwidth Snooping
Timothy B. Armstrong, Michal Kolesár
Kernel-based estimators such as local polynomial estimators in regression discontinuity designs are often evaluated at multiple bandwidths as a form of sensitivity analysis. Howeve…