Highly Efficient Stepped Wedge Designs for Clusters of Unequal Size

11/13/2018
by   John N. S. Matthews, et al.
0

The Stepped Wedge Designs(SWD) is a form of cluster randomized trial, usually comparing two treatments, which are divided into sequences and time periods. Clusters are allocated to sequences, with the treatment changing at different periods in the different sequences. Typically all sequences start with the standard treatment and end with the new treatment, which can make SWDs attractive to practitioners. The clusters allocated to the sequences will usually differ in size but the existing literature generally assumes that they have the same size. This paper considers the case when clusters have different sizes and determines optimal designs in some special cases and highly efficient designs in the general case, with bounds placed on the amount by which they fall short of optimal. The designs allocate the same proportion of subjects to each of the sequences of the SWD except for the extreme sequences, where treatments change after the first period or just before the final period, which receive a different proportion of subjects. The proportions depend on the cluster sizes, the duration of the study and the intra-class correlation. The paper concentrates on the cross-sectional design, where subjects are measured once but the results are extended to the closed-cohort design, in which each subject is measured in each period of the study.

READ FULL TEXT
research
03/14/2023

Optimal Study Designs for Cluster Randomised Trials: An Overview of Methods and Results

There are multiple cluster randomised trial designs that vary in when th...
research
03/18/2022

Optimizing Randomized and Deterministic Saturation Designs under Interference

Randomized saturation designs are a family of designs which assign a pos...
research
03/24/2019

Correct power for cluster-randomized difference-in-difference trials with loss to follow-up

Cluster randomized trials with measurements at baseline can improve powe...
research
04/11/2021

Nonparametric Method for Clustered Data in Pre-Post Factorial Design

In repeated measures factorial designs involving clustered units, parame...
research
10/22/2020

Efficient design of geographically-defined clusters with spatial autocorrelation

Clusters form the basis of a number of research study designs including ...
research
02/25/2022

A general characterization of optimal tie-breaker designs

In a regression discontinuity design, subjects with a running variable x...
research
06/01/2022

Circular designs for total effects under interference models

This paper studies circular designs for interference models, where a tre...

Please sign up or login with your details

Forgot password? Click here to reset