Balancing efficacy and computational burden: weighted mean, multiple imputation, and inverse probability weighting methods for item non-response in reliable scales.
Andrew GuideShawn GarbettXiaoke FengBrandy M MapesJustin CookLina SuliemanRobert Michael CroninQingxia ChenPublished in: Journal of the American Medical Informatics Association : JAMIA (2024)
The marginal performance advantages of MI for item non-response in highly reliable scales do not warrant its escalated cloud computational burden in All of Us, particularly when coupled with computationally demanding post-imputation analyses. Researchers using survey scales with low missingness could utilize WMean to reduce computing burden.