Allocation of the initial doses of coronavirus disease 2019 vaccines should account for epidemiology, vaccinology, bioethics, and racial disparities. Our priority tiers for vaccination are critical infrastructure, those at highest medical benefit, and those chosen by a weighted Area-Deprivation Index lottery.