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Author:Borawski, Garrett 

Journal Article
How Well Did PPP Loans Reach Low- and Moderate-Income Communities?

We investigate the degree to which Paycheck Protection Program (PPP) loans reached small businesses in low- and moderate-income (LMI) communities. We use PPP loan data from the Small Business Administration that we geocode and link to census tracts. We assess the program’s reach in a few ways and focus on the number of loans, rather than the amount of funds, that went to different areas in order to capture the program’s impact on businesses with fewer than 50 employees—the vast majority of small businesses. We find evidence that the program did have a broad reach within LMI communities, ...
Economic Commentary , Volume 2021 , Issue 13 , Pages 5

Journal Article
Which Industries Received PPP Loans?

We examine the financial challenges faced by small businesses during the COVID-19 pandemic and estimate the scale of loans provided to small businesses through the Paycheck Protection Program. We find that the program reached businesses throughout the economy, and we estimate that small businesses in most industry sectors received loans equivalent to between 80 percent and 120 percent of 10 weeks of their 2017 payrolls. That said, there are important differences in the distribution of funds across sectors that suggest some businesses had problems accessing loans and that a significant number ...
Economic Commentary , Volume 2021 , Issue 08 , Pages 8

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