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Automation in Small Business Lending Can Reduce Racial Disparities: Evidence from the Paycheck Protection Program
In: NBER Working Paper No. w29364
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The 2021 Paycheck Protection Program Reboot: Loan Disbursement to Employer and Nonemployer Businesses in Minority Communities
In: NBER Working Paper No. w29732
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Indirect Costs of Government Aid and Intermediary Supply Effects: Lessons from the Paycheck Protection Program
In: NBER Working Paper No. w28114
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The Effect of the Paycheck Protection Program and Financial Reporting Standards on Bank Risk-Taking
In: Management Science, Forthcoming
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Community banks were key to the success of the Paycheck Protection Program, especially in highly concentrated banking markets
Blog: USAPP
The 2020 Paycheck Protection Program (PPP), which aimed to compensate people and businesses for economic losses stemming from measures to stop the spread of COVID-19, took advantage of existing private banking infrastructure rather than operating via direct applications to the government. Soomi Lee looks at how the concentration of regional banking markets affected PPP loans, … Continued
Emergency Loan Distribution through Regional Banking Markets: Examining the Paycheck Protection Program during the COVID-19 Pandemic
In: Regional Studies, Forthcoming
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Working paper
Ten Days Late and Billions of Dollars Short: The Employment Effects of Delays in Paycheck Protection Program Financing
In: FEDS Working Paper No. 2021-3
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Disparities in the Distribution of Paycheck Protection Program Funds Between Majority-White Neighborhoods and Neighborhoods of Color in California
In a collaborative report with the UCLA Latino Policy and Politics Initiative (LPPI), CNK and LPPI researchers find that businesses in California's communities of color are being left behind because they are receiving far less from the $600 billion in loans through the Paycheck Protection Program.The Paycheck Protection Program was established as part of the Coronavirus Aid, Relief, and Economic Security Act (CARES Act) to help certain businesses continue paying their workers.The new report explicates how the lack of federal support will likely widen economic inequality in communities of color, which already had fewer small businesses and jobs than majority-white neighborhoods. The analysis uses data from the Small Business Administration, the Census Bureau's ZIP Code Business Patterns Dataset and the American Community Survey.The researchers write that future federal pandemic relief efforts should earmark a percentage of funds to directly benefit businesses in disadvantaged communities, which the report finds generally have higher concentrations of residents of color.
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Working paper
Limits to capital: Assessing the role of race on the Paycheck Protection Program for African American farmers in America
In: Applied economic perspectives and policy, Band 46, Heft 1, S. 217-233
ISSN: 2040-5804
AbstractWe examine Paycheck Protection Program (PPP) lending among African American and white farmers. Using data from the U.S. Small Business Administration we run fixed effect estimations with a Mills inverse ratio. Our findings suggest discrimination due to limited capital access. We find statistically significant differences between approved loan amounts among African American farmers due to income level and location of their farms. These had minimal effects on white farmers. Our results call for policymakers to carefully monitor the PPP distribution in areas more vulnerable to financial difficulties. We provide policy recommendations.
Discriminatory Paycheck Protection
In: 11 Calif. L. Rev. Online 319 (July 2020)
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Working paper
This Time is Really Different: The Multiplier Effect of the Paycheck Protection Program (PPP) on Small Business Bank Loans
In: Journal of Banking and Finance, Band 133, Heft 106223
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The Influence of Increased Financial Flexibility on Small Accounting Firms' Public Audit Client Portfolios: Evidence from the Paycheck Protection Program
In: Yuzhou Chen, Stuart M. Dearden, Timothy A. Seidel; The Influence of Increased Financial Flexibility on Small Accounting Firms' Public Audit Client Portfolios: Evidence from the Paycheck Protection Program. AUDITING: A Journal of Practice & Theory 2023; https://doi.org/10.2308/AJPT-2022-048
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