cities that implemented stricter nonpharmaceutical interventions and did so sooner in the course of the epidemic did not fare worse; indeed, their economies bounced back more rapidly after the pandemic was over. For example, reacting ten days earlier with respect to the arrival of the pandemic increased manufacturing employment by 5 percent after the epidemic ended.91
