Cited by 230Statistical Methods in Clinical TrialsHealth Policy Implementation ScienceAdvanced Causal Inference Techniques

Sample size calculations for stepped wedge and cluster randomised trials: a unified approach

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Hemming, Karla, Taljaard, Monica·2016·Journal of Clinical Epidemiology

Abstract

OBJECTIVES: To clarify and illustrate sample size calculations for the cross-sectional stepped wedge cluster randomized trial (SW-CRT) and to present a simple approach for comparing the efficiencies of competing designs within a unified framework. STUDY DESIGN AND SETTING: We summarize design effects for the SW-CRT, the parallel cluster randomized trial (CRT), and the parallel cluster randomized trial with before and after observations (CRT-BA), assuming cross-sectional samples are selected over time. We present new formulas that enable trialists to determine the required cluster size for a given number of clusters. We illustrate by example how to implement the presented design effects and give practical guidance on the design of stepped wedge studies. RESULTS: For a fixed total cluster size, the choice of study design that provides the greatest power depends on the intracluster correlation coefficient (ICC) and the cluster size. When the ICC is small, the CRT tends to be more efficient; when the ICC is large, the SW-CRT tends to be more efficient and can serve as an alternative design when the CRT is an infeasible design. CONCLUSION: Our unified approach allows trialists to easily compare the efficiencies of three competing designs to inform the decision about the most efficient design in a given scenario.

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  • The sample size calculation estimated 180 participants, 30 (16.7%) per cluster, for an expected moderate effect size of the intervention on perceived stress.

    “As detailed in the study protocol [33], the sample size calculation estimated 180 participants, 30 (16.7%) per cluster, for an expected moderate effect size of the intervention on the primary outcome, that is, perceived stress [34].”

    From Effectiveness of a Web-Based Self-Guided Intervention (MINDxYOU) for Reducing Stress and Promoting Mental Health Among Health Professionals: Results From a Stepped-Wedge Cluster Randomized Trial (2025) · cites this paper as [34]

    The Results section gives illustrative sample-size calculations for a small standardized effect, and its relative-efficiencies example includes a cluster size of 30. Neither example reports a calculation of 180 participants across six clusters for an intervention targeting perceived stress. Searches for the stated numbers and outcome found no passage addressing that study-specific estimate; page numbers were not available in our copy. (LLM, conf=0.74)

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References 31 · Cited by 230

Authors
Hemming, K., & Taljaard, M.
Affiliations
  • University of Birmingham (GB)
  • University of Ottawa (CA)
Corresponding author
Hemming, Karla
Venue
Journal of Clinical Epidemiology
Publisher
Elsevier BV
Published
2016-01
Volume
69
Pages
137-146
ISSN
0895-4356 (ISSN-L)
OpenAlex
W1753146223
Cited by
230
References
31
Citations by year
2026: 12 · 2025: 25 · 2024: 31 · 2023: 24 · 2022: 32 · 2021: 24 · 2020: 30 · 2019: 15 · 2018: 13 · 2017: 17 · 2016: 7
FWCI
10.98
Type
journal article
Language
en
Open access
Locations
  • Journal of Clinical Epidemiology (publishedVersion, cc-by-nc-nd)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by-nc-nd)
  • PubMed Central (publishedVersion, cc-by-nc-nd)
  • PubMed (publishedVersion)
  • University of Birmingham Research Portal (University of Birmingham) (submittedVersion, cc-by-nc-nd)
Funders
  • National Institute for Health and Care Research (WMCLAHRC-2014-1)
  • Medical Research Council (G0800808)
Topics
  • Physical Sciences › Mathematics › Statistics and Probability › Statistical Methods in Clinical Trials
  • Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
  • Physical Sciences › Mathematics › Statistics and Probability › Advanced Causal Inference Techniques
Keywords
sample size determination, stepped-wedge cluster randomized trial, design effect, intra-cluster correlation, cluster size, pre-post test comparison
MeSH terms
Research Design, Randomized Controlled Trials as Topic, Sample Size

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