The technique 'joint and individual variance explained' highlights persistent aspects of the diet using longitudinal food frequency data.

Dietary pattern analysis is typically based on dimension reduction and summarises the diet with a small number of scores. We assess 'joint and individual variance explained' (JIVE) as a method for extracting dietary patterns from longitudinal data that highlights elements of the diet that are associated over time. The Auckland Birthweight Collaborative Study, in which participants completed an FFQ at ages 3·5 ( 549), 7 ( 591) and 11 ( 617), is used as an example.