This Viewpoint from authors at the Harvard T.H. Chan School of Public Health summarizes approaches to addressing substance use in the US; challenges posed by metrics such as overdose deaths; and more informative metrics, such as quality-adjusted life-years, to promote health equity and improve length and quality of life and health outcomes at all levels.