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The 2021 Paycheck Protection Program Reboot: Loan Disbursement to Employer and Nonemployer Businesses in Minority Communities

By Robert Fairlie and Frank M. Fossen

AEA Papers and Proceedings, May 2022

We analyze how Paycheck Protection Program (PPP) funds were disbursed to minority communities in the $278 billion rebooted program in January 2021. Using administrative microdata covering all PPP loans, we find strong positive relationships between PPP lo...

Using Technology to Tackle Discrimination in Lending: The Role of Fintechs in the Paycheck Protection Program

By Rachel M.B. Atkins, Lisa Cook, and Robert Seamans

AEA Papers and Proceedings, May 2022

We assess the role of fintech firms in loans made through the Paycheck Protection Program (PPP), a US government policy response to the COVID-19 pandemic that provided loans to small businesses. We argue that fintech firms' reliance on technology rather t...

Self-Reporting Race in Small Business Loans: A Game-Theoretic Analysis of Evidence from PPP Loans in Durham, NC

By Raffi E. García and William A. Darity Jr.

AEA Papers and Proceedings, May 2022

Using hand-collected race information about small business owners that concealed their race in Paycheck Protection Program applications, we find evidence that not disclosing race information in loan applications pays off significantly. Our results show th...

Inequality in the Effects of Primary School Closures Due to the COVID-19 Pandemic: Evidence from the Netherlands

By Carla Haelermans, Madelon Jacobs, Rolf van der Velden, Lynn van Vugt, and Sanne van Wetten

AEA Papers and Proceedings, May 2022

Using a large dataset of around 500,000 students from about 1,900 schools, this paper shows the effect of two school closures and 1.5 years of the COVID-19 pandemic on standardized learning growth for mathematics, reading, and spelling in Dutch primary ed...

Building a Consumption Poverty Measure: Initial Results Following Recommendations of a Federal Interagency Working Group

By Grayson Armstrong, Caleb Cho, Thesia I. Garner, Brett Matsumoto, Juan Munoz, and Jake Schild

AEA Papers and Proceedings, May 2022

Consumption is a well-being measure that is determined by a combination of resources (e.g., income, in-kind benefits, assets, debt, time) available to households, their circumstances, and their preferences. In this study, we derive consumption poverty sta...

Income Declines during COVID-19

By Jeff Larrimore, Jacob Mortenson, and David Splinter

AEA Papers and Proceedings, May 2022

The COVID-19 recession caused regressive market income changes in the United States, with large losses more frequent than during the Great Recession and more concentrated at the bottom of the distribution. Progressive taxes and transfers, especially from ...