Firm-level stock returns differ enormously in reaction to COVID-19 news. We characterize these reactions using the Risk Factors discussions in pre-pandemic 10-K filings and two text-analytic approaches: expert-curated dictionaries and supervised machine learning (ML). Bad COVID-19 news lowers...

This paper develops a threshold-augmented dynamic multi-country model (TGVAR) to quantify the macroeconomic effects of Covid-19. We show that there exist threshold effects in the relationship between output growth and excess global volatility at individual country levels in a significant...

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 assess the economic value of screening testing programs as a policy response to the ongoing COVID-19 pandemic. We find that the fiscal, macroeconomic, and health benefits of rapid SARS-CoV-2 screening testing programs far exceed their costs, with the ratio of economic benefits to costs...

I analyze efficient government interventions to mitigate financial distress during a severe macroeconomic downturn. At the macroeconomic level, the key variable is the gap between the real wage and the shadow cost of labor. This gap is large when unemployment is high. At the micro level,...

Social distancing restrictions and health- and economic-driven demand shifts from COVID-19 shut down many small businesses with especially negative impacts on minority owners. Is there evidence that the unprecedented federal government response to help small businesses – the $659 billion...

We analyze bank supply of credit under the Paycheck Protection Program (PPP). The literature emphasizes relationships as a means to improve lender information, which helps banks manage credit risk. Despite imposing no risk, however, PPP supply reflects traditional measures of relationship...

The impact of the pandemic on the employment, labor supply, and caregiving of women is assessed. Compared with previous recessions, that induced by COVID-19 impacted women’s employment and labor force participation more relative to men. But the big divide was less between men and women than it...

The Paycheck Protection Program (PPP), a principal element of the fiscal stimulus enacted by Congress during the COVID-19 pandemic, aimed to assist small businesses to maintain employment and wages during the crisis. We use high-frequency administrative payroll data from ADP--one of the...

At the onset of the COVID-19 economic crisis, as in other crisis episodes, the flight to safety was accompanied by a rapid appreciation of “safe haven” currencies. We quantify currency-induced balance sheet effects for total external positions as well as for individual asset classes using...