A qualitative difference was found in SUD class models between rural and urban samples. The Rural sample fit a 3-class latent structure of SUD while the urban fit a 6-class model. Covariates less predictive of rural class membership compared to urban sample of past-year users Class membership less dependent on individual characteristics in rural sample of substance users Psychological distress most predictive of membership in all disorder classes in both rural and urban