We evaluate the impact of government mandated proof of vaccination requirements for access to public venues and non-essential businesses on COVID-19 vaccine uptake. We find that the announcement of a mandate is associated with a rapid and significant surge in new vaccinations (more than 60\%...

We use dynamic panel data models to generate density forecasts for daily Covid-19 infections for a panel of countries/regions. At the core of our model is a specification that assumes that the growth rate of active infections can be represented by autoregressive fluctuations around a downward...

This note lays out the basic Susceptible-Infected-Recovered (SIR) epidemiological model of contagion, with a target audience of economists who want a framework for understanding the effects of social distancing and containment policies on the evolution of contagion and interactions with the...

Was the $278 billion reboot of the $800 billion Paycheck Protection Program (PPP) in early 2021 disbursed equitably to minority communities? This paper provides the first analysis of how PPP funds were disbursed to minority communities in the third and final round of the program, which was...

We examine the effect of the Covid pandemic on willingness to work along both the extensive and intensive margins of labor supply. Special survey questions in the Job Search Supplement of the Survey of Consumer Expectations (SCE) allow us to elicit information about individuals' desired work...

We examine the impact of the global recession triggered by the Covid-19 pandemic on women's versus men's employment. Whereas recent recessions in advanced economies usually had a disproportionate impact on men's employment, giving rise to the moniker "mancessions," we show that the pandemic...

The advent of a pandemic is an exogenous shock, but the dynamics of contagion are very much endogenous --and depend on choices that individuals make in response to incentives. In such an episode, economic policy can make a difference not just by alleviating economic losses but also via...

We analyze the effects of the COVID-19 pandemic on state and local government finances, with an emphasis on health spending needs and the role of the Medicaid program. We arrive at three conclusions. First, we find that nationwide, and over the entirety of the federal budget window, the enhanced...

Were workers more likely to be infected by COVID-19 in their workplace, or outside it? While both economic models of the pandemic and public health policy recommendations often presume that the workplace is less safe, this paper seeks an answer both in micro data and economic theory. The...

We analyze data from a survey we administered during the COVID-19 pandemic to investigate the relationship between people's subjective risk beliefs and their protective behaviors. We report three main findings. First, on average, people substantially overestimate the absolute level of risk...