The Paycheck Protection Program helped to preserve employment relationships during the sudden shutdown of economic activity due to the COVID-19 pandemic. This paper analyzes whether small business owners’ race, ethnicity, or gender played a role in the PPP loan amount received. In 2020 and 2021, non-White-, Hispanic-, and female-owned small businesses received smaller PPP loans than their business counterparts of the same size. Larger companies displayed increased discrepancies in loan amounts. From 2020 to 2021, disparities among non-White business owners decreased; however, female and Hispanic owners continued to receive less in PPP loans than male and non-Hispanic owners. Lee bounds estimates show that female-owned businesses in rural counties received smaller PPP loans per employee than female-owned businesses in urban counties. Structural interviews with PPP loan recipients in Northeast Ohio showed that businesses receiving smaller loan amounts had more difficulties and less knowledge about the loan application process compared to larger loans recipients.
AsieduE.FreemanJ.Nti-AddaeA. (2012). Access to credit by small businesses: How relevant are race, ethnicity, and gender?The American Economic Review, 102(3), 532–537. https://doi.org/10.1257/aer.102.3.532
AtkinsR.CookL.SeamansR. (2022a). Discrimination in lending? Evidence from the Paycheck Protection Program. Small Business Economics, 58(2), 843–865. https://doi.org/10.1007/s11187-021-00533-1
5.
BartikA. W.CullenZ. B.GlaeserE. L.LucaM.StantonC. T.SunderamA. (2020). The targeting and impact of Paycheck Protection Program loans to small businesses (No. w27623). National Bureau of Economic Research.
6.
BatesT.RobbA. (2013). Greater access to capital is needed to unleash the local economic development potential of minority-owned businesses. Economic Development Quarterly, 27(3), 250–259. https://doi.org/10.1177/0891242413477188
7.
BatesT.RobbA. (2016). Impacts of owner race and geographic context on access to small business financing. Economic Development Quarterly, 30(2), 159–170. https://doi.org/10.1177/0891242415620484
8.
BeckerG. (1971). The Economics of Discrimination (2nd ed). University of Chicago Press.
9.
BlanchardL.ZhaoB.YingerJ. (2005). Do credit market barriers exist for minority and woman entrepreneurs? Center for Policy Research Paper No. 90, Syracuse University Maxwell School of Citizenship and Public Affairs.
10.
BlanchardL.ZhaoB.YingerJ. (2008). Do lenders discriminate against minority and woman entrepreneurs?Journal of Urban Economics, 63(2), 467–497. https://doi.org/10.1016/j.jue.2007.03.001
11.
BlanchflowerD.LevineP.ZimmermanD. (2003). Discrimination in the small-business credit market. Review of Economics and Statistics, 85(4), 930–943. https://doi.org/10.1162/003465303772815835
CanedoJ.StoneD.BlackS.LukaszewskiK. (2014). Individual factors affecting entrepreneurship in hispanics. Journal of Managerial Psychology, 29(6), 755–772. https://doi.org/10.1108/JMP-11-2012-0333
14.
CarpenterC. W.LoveridgeS. (2018). Differences between Latino-owned businesses and White-, Black-, or Asian-owned businesses: Evidence from census microdata. Economic Development Quarterly, 32(3), 225–241. https://doi.org/10.1177/0891242418785466
15.
CarterM.AllenR. (1997). Size determinants of women-owned businesses: Choice or barriers to resources?Entrepreneurship & Regional Development, 9(3), 211–220. https://doi.org/10.1080/08985629700000012
CarterS.ShawE. (2006). Women’s business ownership: Recent research and policy development. DTI Small Business Service Research Report.
18.
CavalluzzoK.CavalluzzoL. (1998). Market structure and discrimination: The case of small businesses. Journal of Money, Credit, and Banking, 30(4), 771–792. https://doi.org/10.2307/2601128
19.
ChernenkoS.ScharfsteinD. S. (2022). Racial disparities in the paycheck protection program (No. w29748). National Bureau of Economic Research.
20.
ChettyR.FriedmanJ.HendrenN.StepnerM. (2020). The economic impacts of COVID 19: Evidence from a new public database built from private sector data. Opportunity Insights.
21.
CorreiaS. (2017). Linear models with high-dimensional fixed effects: An efficient and feasible estimator [Working Paper]. http://scorreia.com/research/hdfe.pdf.
22.
CraigB.JacksonW.ThomsonJ. (2009). The economic impact of the Small Business Administration’s intervention in the small firm credit market: A review of the research literature. Journal of Small Business Management, 47(2), 221–231. https://doi.org/10.1111/j.1540-627X.2009.00269.x
23.
DemkoI.LendelI.FigueroaG. (2021). Navigating government statistics of small businesses for pandemic assistance. Urban Publications. https://engagedscholarship.csuohio.edu/urban_facpub/1713
24.
DemkoI.LendelI.PiazzaM. (2020). From economic slowdown to recession. Urban Publications. https://engagedscholarship.csuohio.edu/urban_facpub/1660
25.
DingL.LeeH.BosticR. (2018). Effects of the Community Reinvestment Act (CRA) on small business lending [Working Paper WP 18-27]. Federal Reserve Bank of Philadelphia.
26.
DuaA.MahajanD.MillanI.StewartS. (2020). COVID-19’s effect on minority-owned small businesses in the United States. McKinsey & Company.
27.
ErelI.LiebersohnJ. (2020). Does Fintech substitute for banks? Evidence from the Paycheck Protection Program [Working Paper No. 27659. National Bureau of Economic Research.
28.
Ewing-NelsonC. (2021). Another 275,000 women left the labor force in January. National Women’s Law Center.
29.
FairlieR. W. (2020). The impact of COVID-19 on small business owners: Evidence of early-stage losses from the April 2020 current population survey [Working Paper No. w27309]. National Bureau of Economic Research.
30.
FairlieR. W.FossenF. (2021). Did the $660 billion Paycheck Protection Program and $220 billion Economic Injury Disaster Loan program get disbursed to minority communities in the early stages of COVID-19? [Working Paper No. w28321]. National Bureau of Economic Research.
31.
FairlieR. W.FossenF. (2022). The 2021 Paycheck Protection Program reboot: Loan disbursement to employer and nonemployer businesses in minority communities [Working Paper No. w29732]. National Bureau of Economic Research.
32.
FairlieR. W.RobbA. M. (2004). Why are Black-owned businesses less successful than White-owned businesses? The role of families, inheritance, and business human capital, [Discussion Paper No. 1292]. IZA.
33.
FeiC. Y.YangK. (2021). Fintech and racial barriers in small business lending. University of North Carolina at Chapel Hill Working Paper.
GiglioF. (2020). Access to credit and women entrepreneurs: A systematic literature review. European Research Studies,23(4), 312–335. https://doi.org/10.35808/ersj/1686
36.
HamiltonS. (2020). From survival to revival: How to help small businesses through the COVID-19 crisis. The Hamilton Project.
37.
HowellS. T.KuchlerT.SnitkofD.StroebelJ.WongJ. (2021). Lender automation and racial disparities in credit access [Working Paper No. w29364]. National Bureau of Economic Research.
38.
HumphriesJ.NeilsonC.UlysseaG. (2020). Information frictions and access to the Paycheck Protection Program. Journal of Public Economics, 190(October), 1–8. https://doi.org/10.1016/j.jpubeco.2020.104244
39.
ImmergluckD. (2002). Redlining redux: Black neighborhoods, Black-owned firms, and the regulatory cold shoulder. Urban Affairs Review, 38(1), 22–44. https://doi.org/10.1177/107808702401097781
40.
LeeD. S. (2009). Training, wages, and sample selection: Estimating sharp bounds on treatment effects. The Review of Economic Studies,76(3), 1071–1102. https://doi.org/10.1111/j.1467-937X.2009.00536.x
LiuS.ParillaJ. (2020). New data shows small businesses in communities of color had unequal access to federal COVID-19 relief. Brookings Institution.
43.
LoveH.PoweM. (2020, December 1). Rural small businesses need local solutions to survive. Brookings Institution.
44.
MoraM. T.DávilaA. (2014). Gender and business outcomes of black and Hispanic new entrepreneurs in the United States. American Economic Review,104(5), 245–249. https://doi.org/10.1257/aer.104.5.245
45.
NeelyL.Van AukenH. (2012). An examination of small firm bootstrap financing and use of debt. Journal of Developmental Entrepreneurship,17(1), 1–12. https://doi.org/10.1142/S1084946712500021
RowlandsD. W.LoveH. (2021, September 28). Mapping rural America’s diversity and demographic change. Brookings Institution.
50.
SantellanoK. (2021). Compounded inequality: How the US Paycheck Protection Program is failing Los Angeles Latino small businesses. Ethnic and Racial Studies, 44(5), 794–805. https://doi.org/10.1080/01419870.2020.1844265
51.
ScaleraD.ZazzaroA. (2001). Group reputation and persistent (or permanent) discrimination in credit markets. Journal of Multinational Financial Management, 11(4-5), 483–496. https://doi.org/10.1016/S1042-444X(01)00037-8
52.
SchirmerM. L. (2013). Minority business certification programs in a Mid-Atlantic state: Participants’ perceptions of capacity building. Wilmington University (Delaware).
53.
SchweitzerM.BorawskiG. (2021, May 28). How well did PPP loans reach low- and moderate-income communities? [Number 2021-13]. Economic Commentary. Federal Reserve Bank of Cleveland, 2021(13), 1–6. https://doi.org/10.26509/frbc-ec-202113
Small Business Administration (2021, March 9). Fact sheet: changes to Paycheck Protection Program by Biden-Harris administration increase equitable access to relief [Press release].
56.
Small Business Administration. (2020). Paycheck Protection Program (PPP) provided emergency COVID-19 relief to millions of small businesses and their workers. Myth vs Fact.
U.S. Census Bureau (2019). Annual Business Survey: Employment size of firm statistics for employer firms by sector, sex, ethnicity, race, and veteran status for the U.S., states, and metro areas: 2019. Table ID: AB1900CSA04.
60.
U.S. Federal Reserve Banks (2017). Small Business Credit Survey. Report on minority-owned firms. 10.55350/sbcs-20171109.
61.
U.S. Federal Reserve Banks (2019). Small Business Credit Survey. Report on minority-owned firms. 10.55350/sbcs-20191213.
62.
U.S. Federal Reserve Banks. (2021). Small Business Credit Survey. 2021 Report on firms owned by people of color. 10.55350/sbcs-20210415
63.
WilliamsD.Ortiz-WaltersR.GavinoM. (2012). Entrepreneurial education and Latina business owner preferences: Do gender and race matter?Journal of Women’s Entrepreneurship and Education,1(2), 74–98. http://ebooks.ien.bg.ac.rs/498/1/12_jwe_1-2_5.pdf
64.
WooldridgeJ. M. (2013). Introductory econometrics: A modern approach (5th ed). South Western Cengage Learning.
YunweiG.MinnitiM. (2015). External financing and the survival of black-owned start-ups in the US. Eastern Economics Journal, 41(3), 387–410. https://doi.org/10.1057/eej.2014.23
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