Did the Paycheck Protection Program Hit the Target? (NBER Working Paper 27095)
Summary
An NBER Working Paper 27095, “Did the Paycheck Protection Program Hit the Target?” by João Granja, Christos Makridis, Constantine Yannelis and Eric Zwick, with an Issue Date of May 2020 and a Revision Date of September 2021. The abstract says the authors use loan-level microdata for all PPP loans and high-frequency administrative employment data. It reports three main findings: banks played an important role in mediating program targeting, the short- and medium-term employment effects were small compared to the program's size, and many firms used the loans for non-payroll fixed payments and savings buffers. It also says limited targeting in terms of who was eligible likely led to many inframarginal firms receiving funds.
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“Did the Paycheck Protection Program Hit the Target? (NBER Working Paper 27095).”
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Did the Paycheck Protection Program Hit the Target? João Granja , Christos Makridis , Constantine Yannelis & Eric Zwick Working Paper 27095 DOI 10.3386/w27095 Issue Date May 2020 Revision Date September 2021 This paper provides a comprehensive assessment of financial intermediation and the economic effects of the Paycheck Protection Program (PPP), a large and novel small business support program that was part of the initial policy response to the COVID-19 pandemic in the US. We use loan-level microdata for all PPP loans and high-frequency administrative employment data to present three main findings. First, banks played an important role in mediating program targeting, which helps explain why some funds initially flowed to regions that were less adversely affected by the pandemic. Second, we exploit regional heterogeneity in lending relationships and individual firm-loan matched data to study the role of banks in explaining the employment effects of the PPP. We find the short- and medium-term employment effects of the program were small compared to the program’s size. Third, many firms used the loans to make non-payroll fixed payments and build up savings buffers, which can account for small employment effects and likely reflects precautionary motives in the face of heightened uncertainty. Limited targeting in terms of who was eligible likely also led to many inframarginal firms receiving funds and to a low correlation between regional PPP funding and shock severity. Our findings illustrate how business liquidity support programs affect firm behavior and local economic activity, and how policy trans-mission depends on the agents delegated to deploy it. - Copy Citation João Granja, Christos Makridis, Constantine Yannelis, and Eric Zwick, "Did the Paycheck Protection Program Hit the Target?," NBER Working Paper 27095 (2020), https://doi.org/10.3386/w27095. Download Citation More from the NBER In addition to working papers , the NBER disseminates affiliates’ latest findings through a range of free periodicals—the NBER Reporter , the NBER Digest , the Bulletin on Health , the Bulletin on the Economics of Alzheimer's , and the Bulletin on Entrepreneurship —as well as research spotlights, lectures, and panel videos . - Feldstein Lecture - Presenter: Mark Duggan Mark Duggan, who is currently the Wayne and Jodi Cooperman Professor of Economics at Stanford University and will soon... - Methods Lectures Research Associate Melissa Dell of Harvard University and Ashesh Rambachan of MIT delivered the 2026 Methods...
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