Balancing covariates in randomized experiments with the gram–schmidt walk design

C Harshaw, F Sävje, DA Spielman… - Journal of the American …, 2024 - Taylor & Francis
The design of experiments involves a compromise between covariate balance and
robustness. This article provides a formalization of this tradeoff and describes an …

Harmonizing optimized designs with classic randomization in experiments

A Kapelner, AM Krieger, M Sklar, U Shalit… - The American …, 2021 - Taylor & Francis
There is a long debate in experimental design between the classic randomization design of
Fisher, Yates, Kempthorne, Cochran, and those who advocate deterministic assignments …

Rejective sampling, rerandomization, and regression adjustment in survey experiments

Z Yang, T Qu, X Li - Journal of the American Statistical Association, 2023 - Taylor & Francis
Classical randomized experiments, equipped with randomization-based inference, provide
assumption-free inference for treatment effects. They have been the gold standard for …

On optimal rerandomization designs

P Johansson, DB Rubin… - Journal of the Royal …, 2021 - academic.oup.com
Blocking is commonly used in randomized experiments to increase efficiency of estimation.
A generalization of blocking removes allocations with imbalance in covariate distributions …

Properties of restricted randomization with implications for experimental design

M Nordin, M Schultzberg - Journal of Causal Inference, 2022 - degruyter.com
Recently, there has been increasing interest in the use of heavily restricted randomization
designs which enforce balance on observed covariates in randomized controlled trials …