Weight Loss Motivations: A Latent Class Analysis Approach

OBJECTIVE To identify subgroups of adults with respect to weight loss motivations and assess factors associated with subgroup membership. METHOD A cross-sectional survey among 414 overweight/ obese employees in 12 Massachusetts high schools was conducted. Latent class analysis (LCA) defined distinct weight loss motivation classes. Multinomial logistic regression assessed participant characteristics with class membership. RESULTS Three classes emerged: improving health; improving health and looking/feeling better; and improving health, looking/feeling, better and improving personal/social life. Compared to class 1, class 2 was more likely to be female and younger and class 3 was more likely to be female, younger, have children at home, and perceive themselves as very over-weight. CONCLUSIONS Findings can inform targeted weight loss interventions.