Open AccessA suggested approach for imputation of missing dietary data for young children in daycare
Author(s) -
June Stevens,
Fang Shu Ou,
Kimberly P. Truesdale,
Donglin Zeng,
Amber Vaughn,
Charlotte Pratt,
Dianne S. Ward
Publication year - 2015
Publication title -
food and nutrition research/food and nutrition research. supplement
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.041
H-Index - 37
eISSN - 1654-6628
pISSN - 1654-661X
DOI - 10.3402/fnr.v59.28626
Subject(s) - evening , imputation (statistics) , medicine , missing data , demography , proxy (statistics) , names of the days of the week , environmental health , body mass index , pediatrics , statistics , mathematics , linguistics , physics , philosophy , pathology , astronomy , sociology
Background Parent-reported 24-h diet recalls are an accepted method of estimating intake in young children. However, many children eat while at childcare making accurate proxy reports by parents difficult. Objective The goal of this study was to demonstrate a method to impute missing weekday lunch and daytime snack nutrient data for daycare children and to explore the concurrent predictive and criterion validity of the method. Design Data were from children aged 2-5 years in the My Parenting SOS project ( n =308; 870 24-h diet recalls). Mixed models were used to simultaneously predict breakfast, dinner, and evening snacks (B+D+ES); lunch; and daytime snacks for all children after adjusting for age, sex, and body mass index (BMI). From these models, we imputed the missing weekday daycare lunches by interpolation using the mean lunch to B+D+ES [L/(B+D+ES)] ratio among non-daycare children on weekdays and the L/(B+D+ES) ratio for all children on weekends. Daytime snack data were used to impute snacks. Results The reported mean (± standard deviation) weekday intake was lower for daycare children [725 (±324) kcal] compared to non-daycare children [1,048 (±463) kcal]. Weekend intake for all children was 1,173 (±427) kcal. After imputation, weekday caloric intake for daycare children was 1,230 (±409) kcal. Daily intakes that included imputed data were associated with age and sex but not with BMI. Conclusion This work indicates that imputation is a promising method for improving the precision of daily nutrient data from young children.