We use survey data on an opt-in panel of around 2,500 US small businesses to assess the impact of COVID-19. We find a significant negative sales impact that peaked in Quarter 2 of 2020, with an average loss of 29% in sales. The large negative impact masks significant heterogeneity, with over 40%...

We evaluate how nonresponse affects conclusions drawn from survey data and consider how researchers can reliably test and correct for nonresponse bias. To do so, we examine a survey on labor market conditions during the COVID-19 pandemic that used randomly assigned financial incentives to...

We study how cost-benefit considerations shape the public acceptance of non-pharmaceutical interventions (NPIs). In an online experiment conducted on a representative sample from the US during the early COVID-19 pandemic, we provide half of our respondents with research evidence pointing to low...