Factorial designs, model selection, and (incorrect) inference in randomized experiments
Factorial designs are widely used to study multiple treatments in one experiment. While t-
tests using a fully-saturated “long” model provide valid inferences,“short” model t-tests (that …
tests using a fully-saturated “long” model provide valid inferences,“short” model t-tests (that …
Inference under covariate-adaptive randomization
This article studies inference for the average treatment effect in randomized controlled trials
with covariate-adaptive randomization. Here, by covariate-adaptive randomization, we mean …
with covariate-adaptive randomization. Here, by covariate-adaptive randomization, we mean …
Fair adaptive experiments
Randomized experiments have been the gold standard for assessing the effectiveness of a
treatment, policy, or intervention, spanning various fields, including social sciences …
treatment, policy, or intervention, spanning various fields, including social sciences …
Optimality of matched-pair designs in randomized controlled trials
Y Bai - American Economic Review, 2022 - aeaweb.org
In randomized controlled trials, treatment is often assigned by stratified randomization. I
show that among all stratified randomization schemes that treat all units with probability one …
show that among all stratified randomization schemes that treat all units with probability one …
Covariate-adjusted Fisher randomization tests for the average treatment effect
Fisher's randomization test (frt) delivers exact p-values under the strong null hypothesis of
no treatment effect on any units whatsoever and allows for flexible covariate adjustment to …
no treatment effect on any units whatsoever and allows for flexible covariate adjustment to …
A Primer on the Analysis of Randomized Experiments and a Survey of some Recent Advances
The past two decades have witnessed a surge of new research in the analysis of
randomized experiments. The emergence of this literature may seem surprising given the …
randomized experiments. The emergence of this literature may seem surprising given the …
Can online off-the-shelf lessons improve student outcomes? Evidence from a field experiment
Many websites now warehouse instructional materials designed to be taught by teachers in
a traditional classroom. What are the potential benefits of the new resources? We analyze …
a traditional classroom. What are the potential benefits of the new resources? We analyze …
Toward better practice of covariate adjustment in analyzing randomized clinical trials
In randomized clinical trials, adjustments for baseline covariates at both design and analysis
stages are highly encouraged by regulatory agencies. A recent trend is to use a model …
stages are highly encouraged by regulatory agencies. A recent trend is to use a model …
[PDF][PDF] Inference for cluster randomized experiments with non-ignorable cluster sizes
Inference for Cluster Randomized Experiments with Non-ignorable Cluster Sizes Page 1
Inference for Cluster Randomized Experiments with Non-ignorable Cluster Sizes Federico …
Inference for Cluster Randomized Experiments with Non-ignorable Cluster Sizes Federico …
Lasso-adjusted treatment effect estimation under covariate-adaptive randomization
We consider the problem of estimating and inferring treatment effects in randomized
experiments. In practice, stratified randomization, or more generally, covariate-adaptive …
experiments. In practice, stratified randomization, or more generally, covariate-adaptive …