What role do spillover effects play in firm resilience during crises? Using high-frequency data on over 7 million import transactions, we ask this question in the context of the large trade disruption faced by US importers in the months immediately following the initial COVID-19 shock. While US...

What role do spillover effects play in firm resilience during crises? Using high-frequency data on over 7 million import transactions, we ask this question in the context of the large trade disruption faced by US importers in the months immediately following the initial COVID-19 shock. While US...

What role do spillover effects play in firm resilience during crises? Using high-frequency data on over 7 million import transactions, we ask this question in the context of the large trade disruption faced by US importers in the months immediately following the initial COVID-19 shock. While US...

We assess the role of banks in the Paycheck Protection Program (PPP), a large and unprecedented smallbusiness support program instituted as a response to the COVID-19 crisis in the United States. In 2020, the PPP administered more than $525 billion in loans and grants to small businesses through...

The Paycheck Protection Program (PPP) was a large and unprecedented small-business support program that allocated $800 billion in loans and grants to small businesses following the onset of the COVID-19 crisis. This paper explores the optimal allocation of funds across firms and the distortions...

This study explores the mechanisms explaining the large, persistent effect of the 10-day funding delay in the 2020 Paycheck Protection Program (PPP) on employment recovery during the COVID-19 pandemic, as estimated by Doniger and Kay (2021). We find that the top 1 percent of urban counties by...

The Paycheck Protection Program (PPP) was a large and unprecedented small-business support program that allocated $800 billion in loans and grants to small businesses following the onset of the COVID-19 crisis. This paper explores the optimal allocation of funds across firms and the distortions...

We assess the role of banks in the Paycheck Protection Program (PPP), a large and unprecedented smallbusiness support program instituted as a response to the COVID-19 crisis in the United States. In 2020, the PPP administered more than $525 billion in loans and grants to small businesses through...

This study explores the mechanisms explaining the large, persistent effect of the 10-day funding delay in the 2020 Paycheck Protection Program (PPP) on employment recovery during the COVID-19 pandemic, as estimated by Doniger and Kay (2021). We find that the top 1 percent of urban counties by...

We document a number of striking features about the initial impact of the pandemic on local commerce across 16 US cities. There are two novel contributions from this analysis: exploration of neighborhood-level effects and shifts between offline and online purchasing channels. In our analysis we...