Did the Paycheck Protection Program Hit the Target?

122 Pages Posted: 27 Apr 2020 Last revised: 28 Sep 2021

See all articles by Joao Granja

Joao Granja

University of Chicago - Booth School of Business

Christos Makridis

Stanford University; Institute for the Future (IFF), Department of Digital Innovation, School of Business, University of Nicosia; Arizona State University (ASU); Department of Veterans Affairs (VA)

Constantine Yannelis

University of Chicago

Eric Zwick

University of Chicago - Finance

Multiple version iconThere are 3 versions of this paper

Date Written: September 21, 2021

Abstract

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 transmission depends on the agents delegated to deploy it.

Suggested Citation

Granja, Joao and Makridis, Christos and Yannelis, Constantine and Zwick, Eric, Did the Paycheck Protection Program Hit the Target? (September 21, 2021). University of Chicago, Becker Friedman Institute for Economics Working Paper No. 2020-52, Available at SSRN: https://ssrn.com/abstract=3586550 or http://dx.doi.org/10.2139/ssrn.3586550

Joao Granja

University of Chicago - Booth School of Business ( email )

5807 South Woodlawn Avenue
Room 326
Chicago, IL 60637
United States

Christos Makridis

Stanford University ( email )

Stanford, CA 94305
United States

Institute for the Future (IFF), Department of Digital Innovation, School of Business, University of Nicosia ( email )

Nicosia, 2417
Cyprus

Arizona State University (ASU) ( email )

Farmer Building 440G PO Box 872011
Tempe, AZ 85287
United States

Department of Veterans Affairs (VA) ( email )

810 Vermont Avenue NW
Washington, DC 20420
United States

Constantine Yannelis (Contact Author)

University of Chicago ( email )

1101 East 58th Street
Chicago, IL 60637
United States

Eric Zwick

University of Chicago - Finance ( email )

5807 S. Woodlawn Avenue
Chicago, IL 60637
United States

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