Using external estimates of within- and between-person variation in nutrient intakes in lieu of collecting multiple days of dietary intake data causes a high degree of uncertainty in resulting models of usual nutrient intake distributions. Single-day dietary studies should complete sensitivity analyses to determine the robustness of prevalence estimates to changes in the variance ratio.