Before revision:  We analyze US county-level data about confirmed COVID-19 infections and deaths  to show that its impact is heterogeneous.
After revision:  We analyze US county-level data about confirmed COVID-19 infections and deaths over multiple geographic scales to show that its impact is heterogeneous.