The COVID-19 pandemic has led to an explosion of research using real-time establishment-level data. One key challenge when working with this data is how to take into account the effects of business openings and closings. In this paper, we address this challenge by matching small business...

The COVID-19 pandemic has led to an explosion of research using real-time establishment-level data. One key challenge when working with this data is how to take into account the effects of business openings and closings. In this paper, we address this challenge by matching small business...

The COVID-19 pandemic has led to an explosion of research using private-sector datasets to measure business dynamics and employment in real-time. Yet questions remain about the representativeness of these datasets and how to distinguish business openings and closings from sample churn - i.e.,...

Using confidential administrative data from the U.S. Census Bureau we revisit how the rise in Chinese import penetration has reshaped U.S. local labor markets. Local labor markets more exposed to the China shock experienced larger reallocation from manufacturing to services jobs. Most of this...