“…Doniger and Kay (2021) find that this 10-day delay in financing led to significant job losses in May, especially among the self-employed. Although these loans were targeted for small businesses through the Small Business Administration, the largest of the small businesses were more likely to receive PPP loans in the early stages of the program than the unincorporated self-employed, as they tend to have smaller businesses and are more likely to be nonemployers, especially among the female selfemployed (Balyuk et al, 2020;Cole, 2011;Doniger & Kay, 2021;Fairlie & Miranda, 2017;Humphries et al, 2020). Thus, differences in the social safety net may have affected the unincorporated self-employed and the incorporated self-employed differently.…”