An observational cohort study finds that mortality among persons entering HIV care decreased dramatically between 1999 and 2017, with the largest decrease seen between 2011 and 2017. Those entering HIV care remained at modestly higher risk for death in the years after starting care than comparable persons in the general U.S. population. The findings are published in Annals of Internal Medicine.