Across the world, public health authorities are working to contain the spread of COVID-19 (Coronavirus Disease 2019). In pursuit of this urgent and necessary task, many government agencies are collecting and analyzing personal information about large numbers of identifiable people, including their health, travel, and personal relationships. As our...