Elucidating key factors affecting personal responses to food is the first step towards implementing personalized nutrition strategies in e.g. weight loss programs. We here aimed to identify factors of importance for individual weight loss trajectories in a natural setting where subjects were provided dietary advice but otherwise asked to self-manage the daily caloric intake and data reporting.