ReviewBMC medical research methodology2016
Stepped wedge cluster randomised trials: a review of the statistical methodology used and available.
Review in BMC medical research methodology, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 2 registered trials, which are not on this map. Cited by 87 papers, 4 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Effects of a Classroom-based Sensitization Intervention on Demand for Mental Health Care Among School-going Adolescents in New Delhi, India: Study Protocol for a Stepped-wedge Cluster Randomized Controlled Trial
A Stepped Wedge Cluster Randomized Trial Designed to Evaluate the Effects of SurgeCon: A Quality Improvement Surge Management Platform
Who cites it
87 citing papers in PubMed, 4 syntheses or guidelines pooled it.
- Reported problems and responses during the conduct of stepped-wedge cluster randomized trials in healthcare settings: a qualitative systematic review.International journal of epidemiology · 2026Pooled it
- Analysing cluster randomised controlled trials using GLMM, GEE1, GEE2, and QIF: results from four case studies.BMC medical research methodology · 2023Pooled it
- The current use of feasibility studies in the assessment of feasibility for stepped-wedge cluster randomised trials: a systematic review.BMC medical research methodology · 2019Pooled it
- Unequal cluster sizes in stepped-wedge cluster randomised trials: a systematic review.BMJ open · 2017Pooled it
- Pictogram room augmented reality technology games improve body knowledge, imitation, and joint attention skills in autistic children with intellectual disability.Scientific reports · 2025Trial
- Bridging gaps across levels of care in rehabilitation of patients with rheumatic and musculoskeletal diseases: Results from a stepped-wedge cluster randomized controlled trial.Clinical rehabilitation · 2023Trial
- A Multi-component Intervention (NEXpro) Reduces Neck Pain-Related Work Productivity Loss: A Randomized Controlled Trial Among Swiss Office Workers.Journal of occupational rehabilitation · 2023Trial
- Trial
- Implementation of Coach McLungsBMC medical informatics and decision making · 2022Trial
- Random effect misspecification in stepped wedge designs.Clinical trials (London, England) · 2022Trial
- Encouraging older adults with pre-frailty and frailty to "MoveStrong": an analysis of secondary outcomes for a pilot randomized controlled trial.Health promotion and chronic disease prevention in Canada : research, policy and practice · 2022Trial
- Adaptations Due to the COVID-19 Pandemic in a Community-Based Participatory Research Randomized Control Trial Examining Sexual and Reproductive Health Outcomes among American Indian Youth.American Indian and Alaska native mental health research (Online) · 2022Trial
- Trial
- Increasing demand for school counselling through a lay counsellor-delivered classroom sensitisation intervention: a stepped-wedge cluster randomised controlled trial in New Delhi, India.BMJ global health · 2021Trial
- Mobile Texting and Lay Health Supporters to Improve Schizophrenia Care in a Resource-Poor Community in Rural China (LEAN Trial): Randomized Controlled Trial Extended Implementation.Journal of medical Internet research · 2020Trial
- Trial
- Increasing the capacity of policy agencies to use research findings: a stepped-wedge trial.Health research policy and systems · 2019Trial
- The PULSAR Specialist Care protocol: a stepped-wedge cluster randomized control trial of a training intervention for community mental health teams in recovery-oriented practice.BMC psychiatry · 2017Trial
- Finite-Sample Adjustments in Estimating Equations for Correlated Overdispersed Count Outcomes With Application to Cluster Randomized Trials.Statistics in medicine · 2026Article
- Analysis of Stepped-Wedge Cluster Randomized Trials: A Tutorial Using Marginal Models.Statistics in medicine · 2026Article
27 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundPrevious reviews have focussed on the rationale for employing the stepped wedge design (SWD), the areas of research to which the design has been applied and the general characteristics of the design. However these did not focus on the statistical methods nor addressed the appropriateness of sample size methods used.This was a review of the literature of the statistical methodology used in stepped wedge cluster randomised trials.
methodsLiterature Review. The Medline, Embase, PsycINFO, CINAHL and Cochrane databases were searched for methodological guides and RCTs which employed the stepped wedge design.
resultsThis review identified 102 trials which employed the stepped wedge design compared to 37 from the most recent review by Beard et al. 2015. Forty six trials were cohort designs and 45 % (n = 46) had fewer than 10 clusters. Of the 42 articles discussing the design methodology 10 covered analysis and seven covered sample size. For cohort stepped wedge designs there was only one paper considering analysis and one considering sample size methods. Most trials employed either a GEE or mixed model approach to analysis (n = 77) but only 22 trials (22 %) estimated sample size in a way which accounted for the stepped wedge design that was subsequently used.
conclusionsMany studies which employ the stepped wedge design have few clusters but use methods of analysis which may require more clusters for unbiased and efficient intervention effect estimates. There is the need for research on the minimum number of clusters required for both types of stepped wedge design. Researchers should distinguish in the sample size calculation between cohort and cross sectional stepped wedge designs. Further research is needed on the effect of adjusting for the potential confounding of time on the study power.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.