When is it worth measuring a covariate in a randomized clinical trial?
- PMID: 7608345
- DOI: 10.1037//0022-006x.63.3.339
When is it worth measuring a covariate in a randomized clinical trial?
Abstract
In a randomized clinical trial, an experimenter can increase statistical power by including a covariate (e.g., a pretest). This will generally reduce the total number of participants needed to achieve a specified level of power. However, it will also increase the cost per participant. Thus, the question arises, "When do the savings incurred by needing fewer participants exceed the costs incurred by measuring each participant on the covariate?" A simple closed form expression is derived that applied researchers can use in the design phase of studies to answer this question.
Similar articles
-
Power and money in cluster randomized trials: when is it worth measuring a covariate?Stat Med. 2006 Aug 15;25(15):2607-17. doi: 10.1002/sim.2297. Stat Med. 2006. PMID: 16217840
-
Covariate adjustment increases statistical power in randomized controlled trials.J Clin Epidemiol. 2010 Dec;63(12):1391; author reply 1392-3. doi: 10.1016/j.jclinepi.2010.05.003. J Clin Epidemiol. 2010. PMID: 20800991 No abstract available.
-
Estimating dose-response effects in psychological treatment trials: the role of instrumental variables.Stat Methods Med Res. 2011 Jun;20(3):191-215. doi: 10.1177/0962280208097243. Epub 2008 Nov 26. Stat Methods Med Res. 2011. PMID: 19036909 Review.
-
Explaining community-level variance in group randomized trials.Stat Med. 1999 Mar 15;18(5):539-56. doi: 10.1002/(sici)1097-0258(19990315)18:5<539::aid-sim50>3.0.co;2-s. Stat Med. 1999. PMID: 10209810
-
Cost data for individual patients included in clinical studies: no amount of statistical analysis can compensate for inadequate costing methods.Health Econ. 2002 Dec;11(8):735-9. doi: 10.1002/hec.683. Health Econ. 2002. PMID: 12457373 Review.
Cited by
-
Modified prolonged exposure therapy as Early Intervention after Rape (The EIR-study): study protocol for a multicenter randomized add-on superiority trial.Trials. 2023 Feb 21;24(1):126. doi: 10.1186/s13063-023-07147-w. Trials. 2023. PMID: 36810120 Free PMC article.
-
The daily Self-Weighing for Obesity Management in Primary Care Study: Rationale, design and methodology.Contemp Clin Trials. 2021 Aug;107:106463. doi: 10.1016/j.cct.2021.106463. Epub 2021 May 31. Contemp Clin Trials. 2021. PMID: 34082075 Free PMC article. Clinical Trial.
-
Best (but oft-forgotten) practices: designing, analyzing, and reporting cluster randomized controlled trials.Am J Clin Nutr. 2015 Aug;102(2):241-8. doi: 10.3945/ajcn.114.105072. Epub 2015 May 27. Am J Clin Nutr. 2015. PMID: 26016864 Free PMC article. Review.
-
Starving for nutrients: anorexia during infection with parasites in broilers is affected by diet composition.Poult Sci. 2022 Jan;101(1):101535. doi: 10.1016/j.psj.2021.101535. Epub 2021 Oct 13. Poult Sci. 2022. PMID: 34794080 Free PMC article.
-
Transmission-disequilibrium tests for quantitative traits.Am J Hum Genet. 1997 Mar;60(3):676-90. Am J Hum Genet. 1997. PMID: 9042929 Free PMC article.
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources