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Latest Estimates of Pandemic Impacts on Small Business Owner Activity

(These are updates to estimates first reported in PDF)

Excel Version of Figures with Additional Data

Additional Information

• NBER COVID-19 Video

• UCSC University Forum Video

• IZA World of Labor Commentary

• Bradford-Osborne Research Award and Presentation

Congressional Testimony

U.S. House of Representatives, March 2022

Written Testimony and Video

U.S. House of Representatives, Feb. 2021

Written, Video (55 mins in)

California State Assembly, Feb. 2021

Written, Video (57 mins in)

California State Assembly, July 2021

Written, 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