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Cost-effectiveness analysis studies in education often prioritize descriptive statistics of cost-effectiveness measures, such as the point estimate of the incremental cost-effectiveness ratio (ICER), while neglecting inferential statistics like confidence intervals (CIs). Without CIs, it becomes impossible to make meaningful comparisons of alternative educational strategies, as there is no basis for assessing the uncertainty of point estimates or the plausible range of ICERs. This study is designed to evaluate the relative performance of five methods of constructing CIs for ICERs in randomized controlled trials with cost-effectiveness analyses. We found that the Monte Carlo interval method based on summary statistics consistently performed well regarding coverage, width, and symmetry. It yielded estimates comparable to the percentile bootstrap method across multiple scenarios. In contrast, Fieller’s method did not work well with small sample sizes and treatment effects. Further, Taylor’s method and the Box method performed least well. We discussed two-sided and one-sided hypothesis testing based on ICER CIs, developed tools for calculating these ICER CIs, and demonstrated the calculation using an empirical example. We concluded with suggestions for applications and extensions of this work.more » « less
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Li, Wei; Dong, Nianbo; Maynard, Rebecca; Kelcey, Benjamin; Spybrook, Jessaca; Xu, Yue (, Research on Social Work Practice)This study introduces recent advances in statistical power analysis methods and tools for designing and analyzing randomized cost-effectiveness trials (RCETs) to evaluate the causal effects and costs of social work interventions. The article focuses on two-level designs, where, for example, students are nested within schools, with interventions applied either at the school level (cluster design) or student level (multisite design). We explore three statistical modeling strategies—random-effects, constant-effects, and fixed-effects models—to assess the cost-effectiveness of interventions, and we develop corresponding power analysis methods and tools. Power is influenced by effect size, sample sizes, and design parameters. We developed a user-friendly tool, PowerUp!-CEA, to aid researchers in planning RCETs. When designing RCETs, it is crucial to consider cost variance, its nested effects, and the covariance between effectiveness and cost data, as neglecting these factors may lead to underestimated power.more » « less
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