“…The treatment effects literature recommends that selection models include a substantial set of covariates to ensure that prediction is maximized. The covariates comprised many found in previous studies of adolescent SUDs (Chassin et al, 2014;Gray & Squeglia, 2018;Merrin, Leadbeater, Sturgess, Ames, & Thompson, 2022;Rajapaksha et al, 2022) and in research on parent-child relations and adolescent religiousness (Pearce, Uecker & Denton, 2019;Smetana & Rote, 2019;Smith, 2003;Smith & Adamczyk, 2021). The following demographic variables were included: gender (female or male); age (12-17); family income; family structure (e.g., two parent, single mother); living above or below the poverty level; residing in a metro or non-metro area; and race/ethnicity (white, African American, Latinx, Asian, Indigenous, other).…”