With the severity of the COVID-19 outbreak, we characterize the nature of the growth trajectories of counties in the United States using a novel combination of spectral clustering and the correlation matrix. We capture the nature of counties’ growth in cases using growth communities, demographic factors, and social distancing performance to help overnment agencies utilize known information to make appropriate decisions regarding which potential counties to target resources and funding to.