The use of statistical techniques recently developed for application with sequential cross sectional data allowed quantification of the relative importance of influences on decisions about food choices. New findings included a temporal association between fast food consumption and BMI; two independent healthful eating indicators; and evidence of precursors and consequences of running out of food. While the findings are directly applicable to adults in Western Australia, the methods offer the possibility of wider application