“…Our strategy is very similar to other economics papers which examine associations between the virus and various social factors (e.g. Allcott, Boxell, Conway, Gentzkow, Thaler, and Yang, 2020;Bursztyn, Rao, Roth, and Yanagizawa-Drott, 2020;Courtemanche, Garuccio, Le, Pinkston, and Yelowitz, 2020a,b;Dave, Friedson, Matsuzawa, McNichols, and Sabia, 2020;Mangrum and Niekamp, 2020).…”