Estimates of Pandemic Impacts on Small Business Owner Activity

(These are updates to estimates first reported in Journal of Economics & Management Strategy PDF)

Excel Version of Figures with Additional Data

Additional Information

• National Academy of Sciences, Societal Experts Action Network

• NBER COVID-19 Video

• UCSC University Forum Video

• IZA World of Labor Commentary

• Bradford-Osborne Research Award and Bradford-Osborne Research Award Presentation

Congressional Testimony

U.S. House of Representatives, March 2022

Written Testimony and Video

U.S. House of Representatives, Feb. 2021

Written Testimony | Video (55 mins in)

California State Assembly, Feb. 2021

Written Testimony | Video (57 mins in)

California State Assembly, July 2021

Written Testimony | Video (51 mins in)

Senate Bills using Research

• New Senate Bill by Senators Schumer, Booker, Harris, and others citing research

• New bills signed by Governor Gavin Newsome citing research