The Impact of Increased Unemployment Benefits During the COVID-19 Pandemic

4.1.21. Junjie Guo, Noah Williams, Arwa Alalwani, Zhi Jiang, Jiashun Pang, Stefan Smutny, Linhua Zeng. We analyze the effects of the 2020 CARES Act implementation on the local labor market. We use observations from the Homebase Database which provides granular labor market data from a sample of small businesses across the United States.

State and Local Government Revenue During the COVID-19 Pandemic

2.12.21. Noah Williams. While the early months of the COVID-19 pandemic put stress on the budgets of state and local governments around the country, their tax revenues have since rebounded. In addition, the federal government has already allocated substantial aid to these governments, which has more than offset the losses they have suffered.

Protest Dynamics: Evidence from Foot Traffic Data

6.26.20. Noah Williams. Following the killing of George Floyd in Minneapolis on May 25, there have been substantial protests in many cities around the country, and indeed around the world. These protests have brought significant numbers of people into the streets to protest police brutality, racism, and structural inequality. In this brief I use foot traffic data to analyze the dynamics of the protests at different locations around the United States