Smith et al. performed epigenome-wide association studies (EWASs) and trained epigenetic scores (EpiScores) of six metabolic traits in >17,000 individuals from Generation Scotland. Different statistical methodologies affected the number of lead findings in the EWAS. Metabolic EpiScores were broadly applicable across diverse populations and reflected individual differences in cognitive function.