Testing provides essential information for managing infectious disease outbreaks, such as the COVID-19 pandemic. When testing resources are scarce, an important managerial decision is who to test. This compounded by fact that potential subjects heterogeneous in multiple dimensions consider, including their likelihood of being disease-positive, and how much harm would be averted through subseque...