2020
DOI: 10.3386/w28114
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Indirect Costs of Government Aid and Intermediary Supply Effects: Lessons From the Paycheck Protection Program

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Cited by 19 publications
(12 citation statements)
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“…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.…”
Section: Introductionmentioning
confidence: 99%
“…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.…”
Section: Introductionmentioning
confidence: 99%
“…Erel and Liebersohn (2020) find that borrowers in areas with fewer bank branches, lower incomes, and more minority population are more likely to access PPP via FinTech firms rather than banks. A number of studies show that small, community banks provide an outsized share of PPP loans (Balyuk (2020), Faulkender et al (2020, James et al (2020)). Bartik et al (2020) use firm survey evidence, finding that firms with strong bank relationship are more likely to receive PPP loans, while Joaquim and Netto (2020) provide a theoretical analysis of bank incentives to lend under the program.…”
Section: Introductionmentioning
confidence: 99%
“…These two findings are consistent with banks' financial reporting incentives explaining the extent to which loan prioritization occurred. Size is positively associated with the prioritization of large loans, indicating that larger banks favored large loans (Balyuk et al. , 2020).…”
Section: Resultsmentioning
confidence: 99%
“…, 2017; Meisel, 2007; Owens and Wu, 2015), we include profitability (net income divided by total assets) and capitalization (leverage ratio for commercial banks and net worth ratio for credit unions) to test whether financial institutions with greater financial reporting incentives affected loan prioritization. We further control for financial institution size (Log(Assets)) and asset growth (AssetGrowth), as large banks prioritized large borrowers (Balyuk et al. , 2020).…”
Section: Research Design and Sample Selectionmentioning
confidence: 99%
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