PAYCHECK
PROTECTION
PROGRAM
Program Changes
Increased Lending to
the Smallest
Businesses and in
Underserved
Locations
Report to Congressional Addressees
September 2021
GAO-21-601
United States Government Accountability Office
Highlights of GAO-21-601, a report to
congressional
addressees
September 2021
PAYCHECK PROTECTION PROGRAM
Program Changes
Increased Lending to the Smallest
Businesses and in Underserved
Locations
What GAO Found
The Paycheck Protection Program (PPP) supports small businesses through
forgivable loans for payroll and other eligible costs. Early lending favored larger
and rural businesses, according to GAO’s analysis of Small Business
Administration (SBA) data. Specifically, 42 percent of Phase 1 loans (approved
from April 3–16, 2020) went to larger businesses (10 to 499 employees),
although these businesses accounted for only 4 percent of all U.S. small
businesses. Similarly, businesses in rural areas received 19 percent of Phase 1
loans but represented 13 percent of all small businesses. Banks made a vast
majority of Phase 1 loans.
In response to concerns that some underserved businessesin particular,
businesses owned by self-employed individuals, minorities, women, and
veteransfaced challenges obtaining loans, Congress and SBA made a series
of changes that increased lending to these businesses. For example,
SBA admitted about 600 new lenders to start lending in Phase 2 (which ran
from April 27–August 8, 2020), including nonbanks (generally, lending
institutions that do not accept deposits).
SBA developed guidance after Phase 1 helping self-employed individuals
participate in the program.
SBA targeted funding to minority-owned businesses in part through
Community Development Financial Institutions in Phases 2–3. (Phase 3 ran
from January 12–June 30, 2021.)
By the time PPP closed in June 2021, lending in traditionally underserved
counties was proportional to their representation in the overall small business
community (see figure). While lending to businesses with fewer than 10
employees remained disproportionately low, it increased significantly over the
course of the program.
Paycheck Protection Program Loans, by Type of Business or County
View GAO-21-601. For more information,
contact
John Pendleton at (202) 512-8678 or
.
Why GAO Did This Study
The COVID
-19 pandemic resulted in
significant turmoil in the U.S. economy,
leading to
temporary and permanent
business
closures and high
unemployment.
In response, in March
2020
, Congress established PPP
under the
CARES Act and ultimately
provided commitment authority of
approximately
$814 billion for the
program
over three phases. When
initial
program funding ran out in 14
days,
concerns quickly surfaced that
certain businesses were unable to
access the program
, prompting a
series of
changes by Congress and
SBA.
The CARES Act includes a provision
for GAO to moni
tor the federal
government’s efforts to respond to the
COVID
-19 pandemic. GAO has issued
a series of reports on this program,
and has made a number of
recommendations to improve program
performance and integrity.
This report
describes
trends in small business
and
lender
participation in PPP.
GAO
analyzed loan-level PPP data
from
SBA and county-level data from
four
U.S. Census Bureau products and
surveyed a
generalizable sample of
PPP lenders
, stratified by lender type
and size
. GAO also reviewed
legislation, interim final rules, agency
guidance, and relevant literature
, as
well as interviewed SBA officials
.
Page i GAO-21-601 Paycheck Protection Program
Letter 1
Background 4
Program Changes Increased Lending to the Smallest Businesses
and in Underserved Locations 11
Agency Comments 34
Appendix I Objectives, Scope, and Methodology 40
Appendix II GAO Contacts and Staff Acknowledgments 47
Tables
Table 1: Paycheck Protection Program (PPP) Phases 5
Table 2: Key Paycheck Protection Program Changes, by Program
Phase 10
Table 3: Selected Paycheck Protection Program Changes 21
Figures
Figure 1: Paycheck Protection Program Lending Volume by
Approval Date, April 2020June 2021 5
Figure 2: Overview of Paycheck Protection Program Lenders 7
Figure 3: Overview of the Paycheck Protection Program (PPP)
Application Process 10
Figure 4: Percentage of First Draw Paycheck Protection Program
Loans to Larger Businesses Relative to Percentage of All
Small Businesses, by Program Phase 12
Figure 5: Paycheck Protection Program Loans per Small Business
in Phase 1, by County 14
Figure 6: Percentage of Paycheck Protection Program Recipients
Relative to the Percentage of All Small Businesses in the
Hardest-Hit Sectors 17
Figure 7: Number and Total Dollar Amount of Paycheck Protection
Program Loans Made in Phase 1, by Lender Type 18
Figure 8: Percentage of First Draw Paycheck Protection Program
Loans to Self-Employed Individuals, by Program Phase 22
Figure 9: Percentage of First Draw Paycheck Protection Program
Loans to Businesses in Counties with Large Shares of
Women-Owned Businesses, by Program Phase 24
Contents
Page ii GAO-21-601 Paycheck Protection Program
Figure 10: Percentage of First Draw Paycheck Protection Program
Loans to Businesses in High-Minority Counties, by
Program Phase 26
Figure 11: Percentage of First Draw Paycheck Protection Program
Loans to Businesses in Metro Counties Relative to the
Percentage of All Small Businesses, by Program Phase
and Share of Minority Residents 28
Figure 12: Percentage of Paycheck Protection Program Loans, by
Lender Type and Program Phase 29
Figure 13: Percentage of Paycheck Protection Program Loans
Relative to the Share of Small Businesses, by Type of
Business or County 33
Abbreviations
CDFI Community Development Financial Institution
Census U.S. Census Bureau
COVID-19 Coronavirus Disease 2019
MDI Minority Depository Institution
PPP Paycheck Protection Program
SBA Small Business Administration
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Page 1 GAO-21-601 Paycheck Protection Program
September 21, 2021
Congressional Addressees
Congress passed the CARES Act in March 2020 in response to the
Coronavirus Disease 2019 (COVID-19) pandemic.
1
The CARES Act
provided more than $2 trillion in emergency assistance and health care
response for individuals, families, and businesses affected by COVID-19.
Stay-at-home orders, social distancing requirements, and reduced
consumer demand early in the pandemic caused both temporary and
permanent business closures, particularly among small businesses.
Congress included the Paycheck Protection Program (PPP) in the
CARES Act, providing commitment authority of $349 billion to support
small businesses affected by the pandemic and to keep small business
workers employed.
2
Administered by the Small Business Administration (SBA) through a
network of participating lenders, PPP provided forgivable loans to small
businesses for payroll and certain other eligible costs. To provide relief
quickly, lenders began approving loans 7 days after the CARES Act was
enacted. When the programs initial round of funding ran out in 14 days,
policy makers and small business organizations raised concerns that the
smallest businesses and those owned by minorities, women, and
veterans had difficulty accessing the program. In response, Congress
made program changes, renewed the program twice, and provided
approximately an additional $465 billion to meet continued demand.
1
Pub. L. No. 116-136, 134 Stat. 281 (2020).
2
PPP was one of the programs Congress created, expanded, or funded under the CARES
Act to support workers and small businesses in the economic downturn. Congress also
eased borrowing requirements for the Economic Injury Disaster Loan program and
created and provided appropriations for Economic Injury Disaster Loan Advances. For
more information, see GAO, Economic Injury Disaster Loan Program: Additional Actions
Needed to Improve Communication with Applicants and Address Fraud Risk, GAO-21-589
(Washington, D.C.: July 30, 2021). In addition, the CARES Act created three federally
funded temporary unemployment insurance programs that expanded benefit eligibility and
enhanced benefits. This report does not assess the efficacy of PPP in addressing the
needs of small businesses during the pandemic, nor does it compare outcomes of
recipient businesses to nonrecipient businesses or businesses that utilized other small
business lending programs during the pandemic.
Letter
Page 2 GAO-21-601 Paycheck Protection Program
The CARES Act includes a provision for us to monitor and oversee the
federal governments efforts to prepare for, respond to, and recover from
COVID-19.
3
We have issued a series of reports on this program and
made a number of recommendations to improve program performance
and integrity. For example, in July 2021, we issued a report on the
safeguards SBA put in place during the PPP loan approval and
forgiveness processes and SBAs oversight of PPP loans and lenders.
4
We also included emergency loans for small businesseswhich include
PPP—as a new area on our High-Risk List in March 2021 because of the
potential for fraud, significant program integrity risks, and need for much
improved program management and oversight.
5
This report describes
how small business and lender participation in PPP evolved over time.
To describe how small business and lender participation in PPP evolved
over time, we analyzed loan-level PPP data from SBA for loans approved
from April 3, 2020, to June 30, 2021, and county-level data from four U.S.
Census Bureau (Census) products: the 2019 release of the American
Community Survey 5-year estimates; the 2018 Annual Business Survey;
the 2017 Nonemployer Statistics dataset; and the 2017 Statistics of U.S.
Businesses dataset. Specifically, we used PPP data to describe the size,
type, and sector of recipient businesses. Because SBA does not have
complete data on the race, gender, and veteran status of business
owners, we used Census data and estimates to describe the
demographic and socioeconomic characteristics of counties in which
recipient businesses were located.
6
To assess the reliability of the data
sources we used in our analyses, we primarily reviewed related
documentation. In some cases, we also interviewed agency officials and
3
We regularly issue government-wide reports on the federal response to COVID-19. For
the latest report, see GAO, COVID-19: Continued Attention Needed to Enhance Federal
Preparedness, Response, Service Delivery, and Program Integrity, GAO-21-551
(Washington, D.C.: July 19, 2021). Our next government-wide report will be issued in
October 2021 and will be available on GAOs website at https://www.gao.gov/coronavirus.
4
See GAO, Paycheck Protection Program: SBA Added Program Safeguards, but
Additional Actions Are Needed, GAO-21-577 (Washington, D.C.: July 29, 2021).
5
See GAO, High Risk Series: Dedicated Leadership Needed to Address Limited Progress
in Most High-Risk Areas, GAO-21-119SP (Washington, D.C.: Mar. 2, 2021).
6
As we reported in July 2021, SBA did not require demographic informationfor example,
the race, gender, and veteran status of the business ownerin the PPP borrower
application. However, SBA revised its PPP borrower application form in January 2021 to
allow for the optional disclosure of demographic information and included such a section
in all subsequent revisions and an optional demographic information form as part of the
PPP loan forgiveness application. See GAO-21-577.
Page 3 GAO-21-601 Paycheck Protection Program
tested data for missing values and obvious errors. Because PPP
applicants self-certified the accuracy of the information they provided to
lenders and SBA, the reliability of the PPP data depends on the accuracy
of the information they provided. We determined the data sources we
used for our analyses were sufficiently reliable for the purposes of
describing small business and lender participation in PPP.
We did not assess PPP loans for fraud, and SBA officials told us they did
not flag fraudulent loans or remove them from the PPP dataset they
provided to us.
7
While the full extent of fraud in PPP is not yet known, as
of March 2021, the Department of Justice had announced charges in 134
cases involving 431 loans to borrowers who were charged with fraud
(such as bank fraud, wire fraud, or identity theft). Similarly, the SBA Office
of Inspector General found that, of the 5.2 million total loans made from
April 3 to August 9, 2020, lenders made more than one loan each to
4,260 borrowers and 57,473 loans to individuals on the Department of the
Treasurys Do Not Paylist.
8
We also surveyed a generalizable sample of 1,383 PPP lenders, stratified
by lender type and size, to obtain their perspectives on the program.
9
We
administered the survey from February 2021 to April 2021 and received
781 responses. We obtained a weighted response rate of 57.3 percent.
10
Finally, we reviewed legislation, interim final rules, agency guidance, and
relevant literature, and we interviewed SBA officials. For more information
on our scope and methodology, see appendix I.
7
SBA officials told us they track Department of Justice cases related to PPP and the
corresponding loans.
8
Small Business Administration, Office of Inspector General, Flash Report: Duplicate
Loans Made Under the Paycheck Protection Program, Report No. 21-09 (Washington,
D.C.: Mar. 15, 2021); and Management Alert: Paycheck Protection Program Loan
Recipients on the Department of Treasurys Do Not Pay List, Report No. 21-06
(Washington, D.C.: Jan. 11, 2021).
9
We also used this survey to inform our July 2021 report on SBAs implementation of PPP
(GAO-21-577). See app. I of that report for more details on the surveys methodology and
app. II for the surveys full results.
10
We used a weighted response rate because our survey sample incorporated strata with
different probabilities of selection. A weighted response rate may more accurately reflect
the level of participation. For example, large units that contribute relatively more to the
estimate of a total would have a larger weighton the response rate.
Page 4 GAO-21-601 Paycheck Protection Program
We conducted this performance audit from July 2020 to September 2021
in accordance with generally accepted government auditing standards.
Those standards require that we plan and perform the audit to obtain
sufficient, appropriate evidence to provide a reasonable basis for our
findings and conclusions based on our audit objectives. We believe that
the evidence obtained provides a reasonable basis for our findings and
conclusions based on our audit objectives.
The CARES Act, signed into law by the President on March 27, 2020,
established PPP under section 7(a) of the Small Business Act to provide
forgivable loans to small businesses and nonprofit organizations, referred
to collectively as small businesses.
11
Under the law, qualifying
businesses (in general, these include businesses with 500 or fewer
employees or that meet SBA’s industry-based size standard) could obtain
loans equal to 2.5 months of average total monthly payments for payroll
costs up to $10 million, and were required to self-certify their need for the
loan.
12
When loan approvals ended in June 2021, Congress had provided
commitment authority of about $814 billion to PPP in three phases (see
table 1).
13
11
SBA administers the 7(a) guaranteed loan program, which provides small businesses
access to capital that they would not be able to access in the competitive market. In fiscal
year 2019, SBA approved $23 billion in loans through the 7(a) program.
12
As set forth in the CARES Act, borrowers had to certify in good faith that (1) current
economic uncertainty made the loan request necessary to support the applicants ongoing
operations and (2) funds would be used to retain workers and maintain payroll or make
payments for other covered expenses. Pub. L. No. 116-136, § 1102(a)(1)(B), 134 Stat.
281, 291 (2020) (codified at 15 U.S.C. § 636(a)(36)(G)(i)(I),(II)). To streamline the
process, SBA required minimal review from lenderssuch as confirming receipt of
borrower certifications and supporting payroll documentation.
13
SBA’s loan-level PPP data included the date SBA approved the loan but not the date
the application was received. As a result, Phase 1 data include loans approved from April
3–16, 2020, Phase 2 data include loans approved from April 27August 8, 2020, and
Phase 3 data include loans approved from January 12June 30, 2021. The dataset
includes 10 loans with approval dates on April 20-22, 2020, which we categorized as
Phase 1, and one loan with an approval date of August 9, 2020, which we categorized as
Phase 2.
Background
PPP Commitment
Authority and Lending
Volume
Page 5 GAO-21-601 Paycheck Protection Program
Table 1: Paycheck Protection Program (PPP) Phases
Phase
Legislation
Date enacted
Commitment authority
provided
Application period
1
CARES Act
March 27, 2020
$349 billion
April 3, 2020April 16,
2020
2
Paycheck Protection Program and
Health Care Enhancement Act
April 24, 2020
$310 billion
April 27, 2020August 8,
2020
3
Consolidated Appropriations Act,
2021
December 27, 2020
$147.45 billion
January 11, 2021May
31, 2021
a
American Rescue Plan Act of 2021
March 11, 2021
$7.25 billion
Source: GAO analysis of relevant laws. | GAO-21-601
a
The PPP Extension Act of 2021 extended the application period for Phase 3 from March 31, 2021, to
May 31, 2021, and allowed the Small Business Administration until June 30, 2021, to process those
applications. On May 4, 2021, the PPP general fund was exhausted and closed to new applications,
except those processed by a community financial institution lender.
Early demand for PPP loans was high. Daily lending volumethat is, the
number of loans approved per daywas highest from April 3May 1,
2020, when 31 percent of all PPP loans were approved (see fig. 1).
Figure 1: Paycheck Protection Program Lending Volume by Approval Date, April 2020June 2021
Page 6 GAO-21-601 Paycheck Protection Program
The CARES Act authorized SBA to use lenders already approved to
participate in the 7(a) program and permitted SBA and Treasury to
approve new lenders to issue PPP loans, provided they met certain
requirements.
14
Participating lenders included depository institutions (for
example, banks and credit unions) and non-depository institutions (for
example, nonbanks) (see fig. 2).
15
For the purposes of this report, we
refer to depository institutions as banksand characterize them by size:
large banks: total assets of $10 billion or more;
medium banks: total assets from $1 billion to $10 billion; and
small banks: total assets of less than $1 billion.
Further, some lenders are designated Community Development Financial
Institutions (CDFI) and Minority Depository Institutions (MDI). CFDIs and
MDIs target loans to businesses and individuals in traditionally
underserved areas with the goal of expanding economic opportunity.
CDFIs include both banks and nonbanks, while MDIs include only
banks.
16
14
Pub. L. No. 116-136, § 1102(a), 134 Stat. 281, 290 (2020) (codified at 15 U.S.C. §
636(a)(36)(F)(iii)). In an interim final rule published April 2, 2020, SBA announced that any
federally insured depository institution, credit union, or farm credit institution in good
standing with its regulator would automatically qualify to participate in PPP upon
submission of SBAs PPP Lender Agreement. 85 Fed. Reg. 20,811, 20,815 (Apr. 15,
2020). SBA and the Department of the Treasury were jointly responsible for approving
lenders new to SBA to issue PPP loans. According to SBA officials, SBA approved new
federally regulated lenders, and only new non-federally regulated and insured lenders
required joint SBA and Treasury approval.
15
In general, nonbanks provide lending services but do not accept deposits. Nonbanks
include SBA Small Business Lending Companies, SBA Microlenders, SBA Certified
Development Companies, state-regulated financial companies, Business and Industrial
Development Corporations, and Farm Credit System lenders.
16
The Department of the Treasury administers the CDFI Fund, which certifies lenders as
CDFIs that share a common goal of expanding economic opportunity in low-income
communities by providing access to financial products and services for local residents and
businesses. MDIs are defined as depositories that (1) if a privately owned institution, 51
percent is owned by socially and economically disadvantaged individuals; (2) if publicly
owned, 51 percent of the stock is owned by socially and economically disadvantaged
individuals; and (3) in the case of a mutual institution where the majority of the board of
directors, account holders, and the community that the institution serves is predominantly
minority. The term minoritymeans any Black American, Native American, Hispanic
American, or Asian American. 12 U.S.C. § 1463 note; 15 U.S.C. § 636(a)(36)(A)(xi)(II).
We assigned to the CDFI/MDI group all lenders SBA flagged as CDFIs, MDIs, or both,
and all remaining lenders to one of the other groups.
PPP Lenders
Page 7 GAO-21-601 Paycheck Protection Program
Figure 2: Overview of Paycheck Protection Program Lenders
Note: All lenders that the Small Business Administration (SBA) flagged as Minority Depository
Institutions, Community Development Financial Institutions, or both, were assigned to the Community
Development Financial Institutions/Minority Depository Institutions group, and all remaining lenders
were assigned to one of the other groups.
As PPP was initially implemented, small businesses or nonprofit
organizations were generally eligible for PPP loans if they had 500 or
PPP Borrowers
Page 8 GAO-21-601 Paycheck Protection Program
fewer employees.
17
These businesses comprise approximately 99
percent of businesses of all sizes.
18
Businesses that may not have paid employees (sole proprietors,
independent contractors, self-employed individuals, qualified joint
ventures, and single-member limited liability companies) were eligible for
a PPP loan. For the purposes of this report, we refer to these business
types collectively as self-employed individuals.” Based on the statutory
definition of payroll costs for self-employed individuals, the calculation of
loan amounts for these businesses differed from the calculations used by
other businesses, and the program requirements related to these
calculations changed over the course of the program.
19
We used information from the 2020 Bureau of Labor Statistics’s Business
Response Survey to identify six hardest-hit sectors,or sectors that were
most likely to experience adverse effects to business operations as a
result of the pandemic.
20
These six sectors are (1) accommodation and
food services; (2) arts, entertainment, and recreation; (3) educational
services; (4) health care; (5) manufacturing; and (6) retail trade.
21
Finally, the CARES Act included a Sense of the Senate statement noting
the Senates preference that SBA should issue guidance to lenders to
ensure that processing and disbursement of loans prioritizes businesses
in underserved and rural markets, including veterans and members of the
17
Under the CARES Act, eligible borrowers included: (1) businesses that are small under
SBA’s size standards (either the industry size standard or the alternative size standard);
(2) any business, 501(c)(3) nonprofit organization, 501(c)(19) veterans organization, or
Tribal business concern with 500 or fewer employees or that meets the applicable SBA
industry size standard if more than 500; (3) any business in the accommodations and food
services sector that has more than one physical location and employs not more than 500
employees per physical location; and (4) sole proprietors, independent contractors, and
eligible self-employed individuals.
18
U.S. Census Bureau, Nonemployer Statistics, 2017; and Statistics of U.S. Businesses,
2017.
19
15 U.S.C. § 636(a)(36)(A)(viii)(I)(bb).
20
Adverse effects to business operations included a shortage of supplies or inputs,
decreased demand for products or services, difficulty moving or shipping goods, and
government-mandated closure of a business location.
21
Sector names refer to their classification codes within the North American Industry
Classification System, which is the standard used by federal statistical agencies in
classifying business establishments according to industry.
Page 9 GAO-21-601 Paycheck Protection Program
military community, small business concerns owned and controlled by
socially and economically disadvantaged individuals, women, and
businesses in operation for less than 2 years.
22
For the purposes of this
report, we refer to traditionally underserved businesses and counties
more broadly as very small businesses; those owned by minorities,
women, or veterans; or those located in rural counties, counties with high
minority populations, or Tribal areas.
23
To apply for a PPP loan, potential borrowers first submitted applications
directly to a participating lender (see fig. 3). The lender then reviewed the
application documentation and submitted its loan approval decision to
SBA through SBAs loan processing portal.
24
Once received, SBA issued
a loan number to the lender.
25
The lender then disbursed the loan amount
to the borrower.
22
Pub. L. No. 116-136, § 1102(a), 134 Stat. 281, 293 (2020) (codified at 15 U.S.C. §
636(a)(36)(P)(iv)).
23
In our analyses, we used businesses with fewer than 10 employees and those owned by
self-employed individuals to represent very small businesses. To represent minority-,
women-, and veteran-owned businesses, we used counties with high shares of minority
residents and high shares of women- and veteran-owned businesses. We include Tribal
areas when collectively referring to traditionally underserved counties.
24
SBA guidance stated that PPP was “first come, first served.” 85 Fed. Reg. 20,811,
20,813 (Apr. 15, 2020).
25
SBA issued a loan number when it agreed to guarantee the loan. Initially, SBA reviewed
loan and borrower information to look for duplicate applications before issuing a loan
number to the lender. For Phase 3, SBA began conducting upfront compliance checks
before issuing a loan number to the lender. For more information, see GAO-21-577.
Application and Lending
Processes
Page 10 GAO-21-601 Paycheck Protection Program
Figure 3: Overview of the Paycheck Protection Program (PPP) Application Process
As the program continued, Congress and SBA made a series of changes
to PPP to increase lender participation and availability, target funding,
and modify loan calculations (see table 2). In addition, for Phase 3,
Congress allowed certain businesses that had already received a PPP
loan to receive a second loan, referred to throughout this report as
second drawloans.
Table 2: Key Paycheck Protection Program Changes, by Program Phase
Phase
Legislation or program
guidance and date
Description of change
1
Technical event (April 8, 2020)
The Small Business Administration (SBA) released the nonbank lender application form
allowing new nonbank lenders to participate in the Paycheck Protection Program
(PPP).
2
Interim final rule (April 20,
2020)
SBA provided instructions for self-employed individuals filing a Form 1040 Schedule C
to apply by calculating the loan amount based on the businesss net profit from 2019.
Guidance (April 23, 2020)
SBA issued clarifying guidance stating that public companies with access to capital
markets would be unlikely to have made a certification of need for a PPP loan in good
faith, and allowed companies 2 weeks to return loan funds if they applied for the loan
prior to the issuance of the guidance.
Interim final rule (April 30,
2020)
SBA adjusted portfolio requirements for Community Development Financial Institutions
(CDFI), majority minority-, women-, or veteran/military-owned financial institutions, and
certain other nonbank lenders, which allowed smaller lenders to participate in PPP.
Technical event (May 28,
2020)
SBA established a $10 billion set-aside for businesses that applied through CDFIs to
target lending to minority-owned businesses and underserved communities.
a
3
Consolidated Appropriations
Act, 2021 (December 27,
2020)
Congress allowed some businesses to receive a second loan and targeted eligibility for
second loans to businesses that met certain criteria, including having 300 or fewer
employees and documenting revenue losses in 2020.
Key Program Changes
Page 11 GAO-21-601 Paycheck Protection Program
Phase
Legislation or program
guidance and date
Description of change
Guidance (January 11, 2021)
SBA dedicated the first few days of Phase 3 to processing loans made through
community financial institutions, which include CDFIs, Minority Depository Institutions,
Certified Development Companies, and Microloan Intermediaries.
Guidance (February 22, 2021)
SBA established a 14-day loan application period exclusively for businesses or
nonprofits with fewer than 20 employees.
Interim final rule (March 4,
2021)
SBA revised the maximum loan amount calculation for self-employed individuals filing a
Form 1040 Schedule C based on either gross income or net profit, which allowed for
larger loans.
Source: GAO analysis of SBA guidance and relevant laws. | GAO-21-601.
Note: Phase 1 includes the application period from April 3–16, 2020, Phase 2 from April 27–August 8,
2020, and Phase 3 from January 11–May 31, 2021.
a
Congress established additional set-asides throughout the course of the program. These included a
total $60 billion set-aside for businesses that applied through community financial institutions, certain
small insured depository institutions, and certain small credit unions established under the Paycheck
Protection Program and Health Care Enhancement Act as well as $15 billion for lending by
community financial institutions and $35 billion to new first draw PPP borrowers established under the
Consolidated Appropriations Act, 2021.
PPP lending in Phase 1 of the program favored larger and rural
businesses, and banks made the vast majority of Phase 1 loans. Partly as
a result of program changes made by Congress and SBA, the share of
loans to most traditionally underserved businesses and counties we
analyzed substantially increased in Phases 2 and 3, and generally was
proportional to their representation in the overall small business
community when the program closed in June 2021.
Larger businesses. Larger businessessmall businesses with 10 to 499
employeesreceived a higher share of loans in Phase 1 relative to their
share of all small businesses. Specifically, 42 percent of loans in Phase 1
went to these larger businesses, despite accounting for only 4 percent of
all small businesses in the U.S. (see fig. 4). The share of first draw loans
to these businesses decreased over time, suggesting that much of their
demand for loans was met early in the program. Further, as we reported
in September 2020, during Phases 12, a larger share of loans over $2
Program Changes
Increased Lending to
the Smallest
Businesses and in
Underserved
Locations
Phase 1 Loans Flowed to
Larger Businesses and
Rural Areas Primarily
through Banks
Larger, Rural, and Certain
Hardest
-Hit Businesses
Received Early Loans
Page 12 GAO-21-601 Paycheck Protection Program
million were canceled compared to smaller loans following reports that
publicly traded companies had received loans and SBAs subsequent
guidance clarifying the economic necessity requirements. As a result, the
demand for larger loans may have diminished over time because of
increased scrutiny from the public, the Department of the Treasury, and
SBA.
26
Finally, because the loan amount for each recipient business was
based on average payroll, larger businesses generally received larger
loans, likely precipitating the exhaustion of Phase 1 funding after just 2
weeks.
27
Figure 4: Percentage of First Draw Paycheck Protection Program Loans to Larger
Businesses Relative to Percentage of All Small Businesses, by Program Phase
Note: Larger businesses are those with 10 to 499 employees. This analysis excludes loans that were
approved and subsequently canceled, and second draw loans. Generally, Phase 1 data include loans
approved from April 3–16, 2020, Phase 2 data include loans approved from April 27–August 8, 2020,
and Phase 3 data include loans approved from January 12–June 30, 2021.
26
GAO-20-701.
27
The average (median) loan size for recipient businesses with fewer than 10 employees
was $21,697 ($18,115), compared to $296,292 ($146,000) for recipient businesses with
10 to 499 employees.
Page 13 GAO-21-601 Paycheck Protection Program
Research on small business lending and PPP suggests businesses with
pre-existing relationships with banks were able to access PPP earlier
than businesses without such relationships. For example, one study on
PPP found that among businesses that applied for PPP loans from banks,
approval rates were generally higher for businesses with a pre-existing
relationship with a bank.
28
Also, larger businesses were more likely to
have these relationships than the smallest businesses.
29
Other research found that the smallest businesses were less aware of
PPP and less likely to apply early in the program.
30
If they did apply, the
smallest businesses applied later, faced longer processing times, and
were less likely to have their applications approved, which may also partly
explain why early lending skewed toward larger businesses during Phase
1.
Businesses in rural areas. Rural counties generally received a higher
number of loans per small business in Phase 1 than metro counties (see
fig. 5).
31
Additionally, while only 13 percent of small businesses are
28
Alexander W. Bartik et al., The Targeting and Impact of Paycheck Protection Program
Loans to Small Businesses,(working paper 27623, National Bureau of Economic
Research, July 2020). Additionally, as we found in GAO-21-577, because lenders were
required to apply relevant Bank Secrecy Act program requirements, they had to collect
additional information from PPP loan applicants with which they did not have a pre-
existing relationship. Because pre-existing clients required the lender to conduct less due
diligence, their applications could be processed more quickly. The Bank Secrecy Act
requires banks and other financial institutions to take precautions against money
laundering and other illicit financial activities by conducting due diligence activities and
informing the Department of the Treasury of suspicious activity by their customers.
29
According to the Federal Reserve Banks2020 Small Business Credit Survey, larger
businesses (those with annual revenue greater than $1 million) were more likely to have
existing banking relationships. See Federal Reserve Banks of Atlanta, Boston, Chicago,
Cleveland, Dallas, Kansas City, Minneapolis, New York, Philadelphia, Richmond, St.
Louis, and San Francisco, Small Business Credit Survey: 2020 Report on Employer
Firms (New York, NY: 2020). The survey was conducted in the third and fourth quarters of
2019 and yielded 5,514 responses from small employer firms with one to 499 full or part-
time employees, in the 50 states and the District of Columbia.
30
Christopher Neilson, John Eric Humphries, and Gabriel Ulyssea. Information Frictions
and Access to the Paycheck Protection Program,(working paper 27624, National Bureau
of Economic Research, July 2020).
31
We used data from the Department of Agricultures Economic Research Service to
classify counties as “metro” if they have one or more high-density urban areas with 50,000
or more residents or are outlying counties that are economically tied to these central
counties, as measured by the share of workers commuting on a daily basis to the central
counties. Rural counties are outside the boundaries of metro areas and have no cities with
50,000 or more residents.
Page 14 GAO-21-601 Paycheck Protection Program
located in rural counties, 19 percent of all Phase 1 loans went to
businesses in these counties.
Figure 5: Paycheck Protection Program Loans per Small Business in Phase 1, by County
Note: This analysis excludes loans that were approved and subsequently canceled. Generally, Phase
1 data include loans approved from April 3–16, 2020.
Page 15 GAO-21-601 Paycheck Protection Program
Businesses in rural counties also received loans earlier on average than
businesses in metro areas. Specifically, in the period from April 3May 1,
2020, when loan volume was at its highest, loans were approved an
average of 3 days earlier for businesses in rural areas than loans for
businesses in metro areas.
Additionally, we found that businesses in rural counties collectively
received a higher share of loans in Phase 1 than the share of small
businesses in rural counties, even in high-minority rural counties and rural
counties with poorer socioeconomic outcomes.
32
More specifically,
businesses in rural counties received a high share of Phase 1 loans
potentially because many of their loans were approved by small banks,
which approved loans earlier than large banks. For example, of all loans
approved by small banks from April 3May 1, 2020 (when daily approvals
were highest), 59 percent were approved before initial funding ran out on
April 16, 2020. Conversely, of all loans approved by large banks from
April 3May 1, 2020, only 34 percent were approved before initial funding
ran out. In total, 44 percent of loans approved by small banks went to
businesses in rural areas compared to 6 percent of loans approved by
large banks.
Businesses in hardest-hit sectors. Collectively, businesses in the
hardest-hit sectorsaccommodation and food services; arts,
entertainment, and recreation; educational services; health care;
manufacturing; and retail trade—received a higher share of loans early in
the program, as well as a high share of second draw loans in Phase 3,
than the share of small businesses in those sectors.
33
Specifically,
businesses in these sectors received 40 percent of loans in Phase 1, and
account for 27 percent of all small businesses nationwide. Moreover, like
32
For this analysis, we define minority counties as those in which the percentage of
minority residents was higher than the national share of 27.5 percent. To determine a
countys socioeconomic status relative to the national estimate, we used five indicators:
median household income, unemployment rate, use of public assistance income, poverty
rate, and no internet access. Among all five indicators, small businesses in rural counties
with a county-level estimate worse than the national estimate still received a relatively high
share of loans compared to small businesses in those counties. Based on 20152019 5-
year estimates from Censuss American Community Survey data, median household
income was $62,843, the national unemployment rate was 5.3 percent, the national share
of households receiving public assistance income was 2.4 percent, the national poverty
rate was 12.9 percent, and the national share of households without internet access was
13.9 percent.
33
Based on our analysis of data from the U.S. Bureau of Labor Statisticss 2020 Business
Response Survey, businesses in these sectors were most likely to experience adverse
effects to their business operations as a result of the COVID-19 pandemic.
Page 16 GAO-21-601 Paycheck Protection Program
loans to larger businesses, the share of loans to businesses in hardest-hit
sectors declined over time, suggesting that demand for loans among
these businesses was met early in the program.
However, businesses in some of the hardest-hit sectors received a higher
share of loans than others. In particular, in Phase 1, businesses in the
retail trade, health care, accommodation and food services, and
manufacturing sectors received a higher share of loans relative to the
number of small businesses in those sectors (see fig. 6). Conversely,
businesses in the arts, entertainment, and recreation and educational
services sectors received a lower share of Phase 1 loans than the share
of small businesses in those sectors.
Businesses in the retail trade sector that received loans in Phase 1 were
more concentrated in rural areas, and businesses in the educational
services sector were less concentrated in rural areas than recipient
businesses overall. Because businesses in rural counties received a
higher share of Phase 1 loans than businesses in metro counties, location
may partly explain the higher share of early loans to businesses in the
retail trade sector and the lower share of early loans to businesses in the
educational services sector. Additionally, businesses in the
accommodation and food services, educational services, and
manufacturing sectors that received loans in Phase 1 were larger, on
average, than recipient businesses overall, which may further explain the
high share of loans to these sectors. Finally, researchers found that early
application rates were particularly high in the accommodation and retail
sectors, which likely resulted in higher rates of loans to businesses in
these sectors.
34
Businesses in the hardest-hit sectors also received a high share of
second draw loans (35 percent) in Phase 3 than the share of small
businesses in those sectors (27 percent), demonstrating their ongoing
demand for financial assistance as the pandemic continued. However, as
with early loans, businesses in certain hardest-hit sectors received a
higher share of second draw loans than others. Businesses in the health
care, accommodation and food services, and manufacturing sectors
received a relatively high share of second draw loans, while those in retail
34
Bartik et al., The Targeting and Impact of Paycheck Protection Program Loans.
Page 17 GAO-21-601 Paycheck Protection Program
trade; arts, entertainment, and recreation; and educational services
sectors received a relatively low share.
35
Figure 6: Percentage of Paycheck Protection Program Recipients Relative to the
Percentage of All Small Businesses in the Hardest-Hit Sectors
Note: This analysis excludes loans that were approved and subsequently canceled. Generally, Phase
1 data include loans approved from April 3–16, 2020, and second draw applies to Phase 3 loans
(those approved from January 12–June 30, 2021).
35
Congress created two sector-specific SBA programs to target aid to venue operators
and food services businesses. The Shuttered Venue Operators Grant program,
established in 2020 by the Consolidated Appropriations Act, 2021, and amended by the
American Rescue Plan Act, includes over $16 billion in grants to shuttered venues. The
Restaurant Revitalization Fund, established in 2021 by the American Rescue Plan Act,
provides funding to restaurants and other food service establishments to compensate for
pandemic-related revenue losses. Businesses eligible for these programs generally fall
into the accommodation and food services and arts, entertainment, and recreation
sectors. Businesses that chose to receive both a PPP loan in Phase 3 and a Shuttered
Venue Operators Grant had the amount of their PPP loan deducted from their Shuttered
Venue Operators Grant award.
Page 18 GAO-21-601 Paycheck Protection Program
Banks collectively made more than 93 percent of all loans in Phase 1.
Large banks made 41 percent of loans (663,577 loans), medium banks
made 30 percent of loans (481,063 loans), and small banks made 23
percent of loans (366,030 loans) (see fig. 7). CDFIs and MDIs collectively
made 4 percent of loans (66,419 loans) and nonbank lenders made 3
percent of loans (42,112 loans).
36
When measuring lending activity by the
total dollar amount of loans made in Phase 1, the distribution among
large, medium, and small banks was similar.
Figure 7: Number and Total Dollar Amount of Paycheck Protection Program Loans
Made in Phase 1, by Lender Type
Note: For this analysis, all depository lenders are categorized as “banks,” including banks, credit
unions, and savings and loan associations. Large banks are as those with at least $10 billion in
36
As discussed later in this report, limited lending among CDFIs, MDIs, and nonbanks in
Phase 1 corresponded with low participation among certain traditionally underserved
businesses and counties during the same period.
Banks Made the Vast Majority
of Phase 1 Loans
Page 19 GAO-21-601 Paycheck Protection Program
assets, medium banks are those with $1 to $10 billion, and small banks are those with less than $1
billion based on publicly available call reports. All nondepository lenders are categorized as
“nonbanks,” including SBA Small Business Lending Companies, SBA Certified Development
Companies, SBA Microlenders, Business and Industrial Development Corporations, Farm Credit
System lenders, and state-regulated financial companies. Generally, Phase 1 data include loans
approved from April 3–16, 2020.
Although large banks made more loans than all other lender types in
Phase 1, researchers found they underperformed compared to small
bankswith underperformance defined as having made a smaller share
of PPP loans relative to their share of non-PPP small business loans.
37
Further, bank performance affected whether PPP borrowers were able to
access loans before funding ran out at the end of Phase 1. Specifically,
only 25 percent of all PPP borrowers located in areas with
underperforming banks (regardless of size) obtained PPP approval prior
to the end of Phase 1. By contrast, approximately 42 percent of all PPP
borrowers in areas with banks that over-performed (or made more PPP
loans than their share of other small business loans) had access to funds
in Phase 1.
Small banks may have been more experienced with small business
lending, and therefore better equipped to process PPP applications than
other lenders, according to researchers and our analysis. For example,
research from the Federal Deposit Insurance Corporation found that
community banks (which are generally smaller banks) held a high share
of small business loans before the COVID-19 pandemic.
38
It also found
that community banksparticipation in PPP was proportionately larger
than their size in the banking industry, meaning that community banks
made a larger share of PPP loans than other types of loans. Further,
based on results from our survey of PPP lenders, small banks approved
the highest percentage of PPP applications on average (approximately 96
37
João Granja et al., Did the Paycheck Protection Program Hit the Target?.(working
paper 27095, National Bureau of Economic Research, November 2020).
38
Margaret Hanrahan and Angela Hilton, The Importance of Community Banks in
Paycheck Protection Program Lending.FDIC Quarterly, vol. 14, no. 4 (2020). For the
purposes of this research, community banks include banks with assets less than $1 billion,
banks that primarily engage in basic banking activities rather than specialty activities, and
banks that operate within a limited geographic scope.
Page 20 GAO-21-601 Paycheck Protection Program
percent), compared to an estimated 93 percent for large and medium
banks, and an estimated 86 percent for CDFIs and MDIs.
39
Following concerns raised by small business associations that some
traditionally underserved businesses faced challenges accessing loans in
Phase 1, Congress and SBA modified PPP to increase participation
among certain businesses, such as self-employed individuals, women-
owned businesses, and businesses in minority counties.
40
These changes
included increasing the number of lenders in the program, targeting
funding and processing timeframes to certain businesses, and expanding
program eligibility (see table 3).
39
We surveyed a generalizable sample of 1,383 PPP lenders, stratified by lender type and
size, to obtain their perspectives on the program. The survey closed on April 15, 2021,
and we received 781 responses. We obtained a weighted response rate of 57.3 percent.
The 95 percent confidence intervals for these estimates are (95, 97) for small banks, (91,
94) for medium and large banks, and (84, 89) for CDFIs and MDIs.
40
Changes were also intended to target PPP lending to veteran-owned businesses. The
share of loans to businesses in counties with large shares of veteran-owned businesses
was generally consistent over time.
Program Changes,
Including Lender Pool
Expansion, Increased
Lending to Traditionally
Underserved Businesses
and Counties in Phases 2
and 3
Lending Increased to
Traditionally Underserved
Businesses and Counties
Page 21 GAO-21-601 Paycheck Protection Program
Table 3: Selected Paycheck Protection Program Changes
Type of change
Phase
Description of change
Lender participation
1
The Small Business Administration (SBA) released the nonbank lender application
form allowing new nonbank lenders to participate in the Paycheck Protection Program.
2
SBA adjusted portfolio requirements for Community Development Financial Institutions
(CDFI), majority minority-, women-, or veteran/military-owned financial institutions, and
certain other nonbank lenders, which allowed smaller lenders to participate in PPP.
Targeted funding and
processing timelines
2
SBA established a $10 billion set-aside for businesses that applied through CDFIs to
target lending to minority-owned businesses and traditionally underserved
communities.
a
3
SBA dedicated the first few days of Phase 3 to processing loans made through
community financial institutions, including CDFIs, Minority Depository Institutions,
Certified Development Companies, and Microloan Intermediaries. SBA also
established a 14-day loan application period exclusively for businesses or nonprofits
with fewer than 20 employees.
Expanded business eligibility
2
SBA issued a rule instructing self-employed individuals to apply by calculating the loan
amount based on the businesss net profit from 2019.
3
SBA revised the maximum loan amount calculation for self-employed individuals filing
a Form 1040 Schedule C based on either gross income or net profit, which allowed for
larger loans and enabled increased loan access for businesses with very little or
negative net profit.
Source: GAO analysis of SBA guidance. | GAO-21-601
Note: Phase 1 includes the application period from April 3–16, 2020, Phase 2 from April 27–August 8,
2020, and Phase 3 from January 11–May 31, 2021.
a
Congress established additional set-asides throughout the course of the program. These included a
$60 billion set-aside for businesses that applied through community financial institutions, certain small
depository institutions, and certain small credit unions established under the Paycheck Protection
Program and Health Care Enhancement Act as well as $15 billion for lending by community financial
institutions and $35 billion to new first draw PPP borrowers established under the Consolidated
Appropriations Act, 2021.
Self-employed individuals. While the share of loans to self-employed
individuals was low in Phase 1, program changes helped increase their
share substantially in later phases of the program. Specifically, loans to
self-employed individuals increased from 9 percent of all loans in Phase 1
to 86 percent in Phase 3 (see fig. 8).
41
This increase corresponded with
SBA issuing guidance for self-employed individuals to apply for loans and
increasing the number and types of lenders in the program at the end of
41
Censuss Statistics on U.S. Businesses includes data on the number of small
businesses based on characteristics including business size and industry sector, but it
does not include data on business ownership type that are comparable to SBAs data on
PPP recipients. As a result, we were not able to provide information on the share of these
businesses relative to all small businesses in the U.S. The share of loans to businesses
with fewer than 10 employees also increased across all three phases.
Page 22 GAO-21-601 Paycheck Protection Program
Phase 1, and allowing for larger loan amounts for self-employed
individuals in Phase 3.
Figure 8: Percentage of First Draw Paycheck Protection Program Loans to Self-
Employed Individuals, by Program Phase
Note: Self-employed individuals include independent contractors, sole proprietorships qualified joint
ventures, and single-member limited liability companies. This analysis excludes loans that were
approved and subsequently canceled. Generally, Phase 1 data include loans approved from April 3–
16, 2020, Phase 2 data include loans approved from April 27–August 8, 2020, and Phase 3 data
include first draw loans approved from January 12–June 30, 2021. The U.S. Census Bureau’s
Statistics on U.S. Businesses does not include data on the share of these businesses relative to all
small businesses in the U.S.
Women-owned businesses. The share of loans to businesses in
counties with a large share of women-owned businesses also increased,
potentially because of Congresss and SBAs modifications related to
increasing lender participation and expanding business eligibility.
Because SBA does not have complete data on the gender of business
owners who obtained PPP loans, we used estimates from Censuss
Annual Business Survey to assess the extent to which businesses in
counties with large shares of women-owned businesses were able to
Page 23 GAO-21-601 Paycheck Protection Program
access PPP.
42
For the purposes of this analysis, we examined lending in
counties with shares of women-owned businesses that were higher than
the national estimate.
43
We refer to these counties as having a large
shareof women-owned businesses.
The share of loans to businesses in counties with large shares of women-
owned businesses doubled between Phase 1 and Phase 2, from 9
percent to 18 percent (see fig. 9).
44
This increase corresponded with the
increase in the number and types of lenders after Phase 1 and targeted
funding for traditionally underserved businesses and communities in
Phases 2 and 3. In addition, approximately 90 percent of women
business owners are self-employed individuals, according to Census
data.
45
As a result, program changes aimed at increasing participation
among self-employed individuals likely also contributed to the increase in
lending to counties with large shares of women-owned businesses.
42
As we reported in July 2021, SBA did not require demographic informationfor
example, the race, gender, and veteran status of the business ownerin the PPP
borrower application. However, SBA revised its PPP borrower application form in January
2021 to allow for the optional disclosure of demographic information and included such a
section in all subsequent revisions and an optional demographic information form as part
of the PPP loan forgiveness application. See GAO-21-577. The Annual Business Survey
provides information on selected economic and demographic characteristics for employer
businesses (those with paid employees) and business owners by sex, ethnicity, race, and
veteran status. We used county-level data from 2017, the most recently available data at
the time of our review. While these data include employer businesses of all sizes, small
businesses comprise more than 99 percent of all businesses in the U.S., and therefore are
representative of small businesses.
43
For our analysis, we excluded counties whose estimated shares had a relative standard
error greater than 20 percent. We determined counties to be similar to the national
estimate if the 95 percent confidence interval surrounding their estimated share fell within
the 95 percent confidence interval surrounding the national share estimate. Based on data
from the 2017 Annual Business Survey, approximately 20 percent of all businesses were
women-owned.
44
Sixteen percent of all small businesses are located in counties with above-national
shares of women-owned businesses.
45
U.S. Census Bureau, Number of Women-Owned Employer Firms Increased 0.6% From
2017 to 2018 (Washington D.C.: Mar. 29, 2021).
Page 24 GAO-21-601 Paycheck Protection Program
Figure 9: Percentage of First Draw Paycheck Protection Program Loans to
Businesses in Counties with Large Shares of Women-Owned Businesses, by
Program Phase
Note: Counties with large shares of women-owned businesses include counties where the share of
women-owned businesses is higher than the national share at the 95 percent confidence level, based
on the U.S. Census Bureau’s Annual Business Survey data. This analysis excludes loans that were
approved and subsequently canceled and loans that could not be matched to data from the U.S.
Census Bureau. Generally, Phase 1 data include loans approved from April 3–16, 2020, Phase 2
data include loans approved from April 27–August 8, 2020, and Phase 3 data include first draw loans
approved from January 12–June 30, 2021. Sixteen percent of all small businesses are located in
counties with above-national shares of women-owned businesses.
Businesses in high-minority counties. Small businesses in counties
with a high share of minority residents (high-minority counties) received
a relatively low share of loans in Phase 1, but they experienced greater
access over time, potentially resulting from a number of program
changes.
46
Because SBA does not have complete data on the race of
business owners who obtained PPP loans, we used Censuss American
Community Survey to measure the percentage of loans in each phase
46
Forty-seven percent of all small businesses are located in high-minority counties.
Page 25 GAO-21-601 Paycheck Protection Program
that went to businesses in high-minority counties, or counties with a share
of minority residents above the national share.
47
Based on our analysis, 36 percent of Phase 1 loans went to small
businesses located in high-minority counties, but this increased to 50
percent in Phase 2 (see fig. 10).
48
Similarly, researchers found that
businesses in high-minority counties received a lower share of Phase 1
loans than low-minority counties, but a higher share of Phase 2 loans.
49
This trend corresponds with a general increase in the number and types
of lenders in the program after Phase 1 and program changes to target
funds to lenders that lend in traditionally underserved counties in Phases
2 and 3. For example, in Phase 2, SBA established a $10 billion set-aside
for businesses that applied through CDFIs, seeking to target lending to
minority-owned businesses and traditionally underserved counties.
47
As we reported in July 2021, SBA did not require demographic informationfor
example, the race, gender, and veteran status of the business ownerin the PPP
borrower application. However, SBA revised its PPP borrower application form in January
2021 to allow for the optional disclosure of demographic information and included such a
section in all subsequent revisions and an optional demographic information form as part
of the PPP loan forgiveness application. See GAO-21-577. The American Community
Survey is an ongoing survey of about 3.5 million U.S. households that uses a series of
monthly samples to produce annually updated estimates for census tracts across the U.S.
The survey collects data on the economic, social, housing, and demographic
characteristics of communities at various geographic levels, including metropolitan areas,
states, and counties. We used county-level 20152019 5-year estimates, the most
recently available data at the time of our review.
48
For this analysis, we define high-minority counties as counties where the percentage of
minority residents was higher than the national share of 27.5 percent.
49
This research used zip code-level data from Censuss County Business Patterns on
employer businesses to analyze PPP loans. R. Fairlie and F.M. Fossen, Did the
Paycheck Protection Program and Economic Injury Disaster Loan Program get disbursed
to minority communities in the early stages of COVID-19?.Small Business Economics
(2021).
Page 26 GAO-21-601 Paycheck Protection Program
Figure 10: Percentage of First Draw Paycheck Protection Program Loans to
Businesses in High-Minority Counties, by Program Phase
Note: High-minority counties were identified based on data from the U.S. Census Bureau’s American
Community Survey and include counties with a share of minority residents greater than the national
share of 27.5 percent. This analysis excludes loans that were approved and subsequently canceled
and loans that could not be matched to the data from the U.S. Census Bureau. Generally, Phase 1
data include loans approved from April 3–16, 2020, Phase 2 data include loans approved from April
27–August 8, 2020, and Phase 3 data include first draw loans approved from January 12–June 30,
2021. Forty-seven percent of all small businesses are located in high-minority counties.
Loans to minority-owned businesses may also have been low in Phase 1
because these businesses lacked pre-existing relationships with banks,
particularly small banks. According to the Federal Reserve Banks2019
Small Business Credit Survey, prior to the pandemic, Black and Hispanic
business owners were more likely to seek financing from large banks and
online lenders than from small banks.
50
The 2020 update to the survey
found this trend continued during Phases 1 and 2: regardless of where
businesses applied for PPP loans, those that had a relationship with a
50
Federal Reserve Bank of Atlanta, Small Business Credit Survey: 2019 Report on
Minority-Owned Firms (New York, NY: 2019). The 2018 survey was conducted in the third
and fourth quarters of 2018 and generated 6,614 responses from employer firms with
information on the race or ethnicity of a firms owner(s).
Page 27 GAO-21-601 Paycheck Protection Program
bank were more likely to apply for PPP loans than those that did not.
51
The survey also demonstrated that minority-owned businesses were less
likely to have a relationship with a bank. Our survey of PPP lenders found
CDFIs and MDIs were more likely than other types of lenders to report
that they accepted applications from borrowers with whom they had no
prior relationship.
52
Additionally, when comparing high-minority counties by metro and rural
status, we found that businesses in high-minority metro counties were
underrepresented in Phase 1 relative to their share of total small
businesses, even in high-minority metro counties with better
socioeconomic outcomes. By contrast, businesses in low-minority metro
counties received a share of loans higher than their share of small
businesses in Phase 1 (see fig. 11). However, participation among
businesses in high-minority metro counties increased in Phases 23. This
suggests that program changes successfully targeted lending to
businesses in high-minority counties.
51
Federal Reserve Banks of Atlanta, Boston, Chicago, Cleveland, Dallas, Kansas City,
Minneapolis, New York, Philadelphia, Richmond, St. Louis, and San Francisco, Small
Business Credit Survey: 2021 Report on Firms Owned by People of Color (New York, NY:
2021).
52
We surveyed a generalizable sample of 1,383 PPP lenders, stratified by lender type and
size, to obtain their perspectives on the program. The survey closed on April 15, 2021,
and we received 781 responses. We obtained a weighted response rate of 57.3 percent.
Ninety percent of CDFI/MDIs reported accepting PPP applications from businesses with
whom they had no prior relationship, compared to 73 percent of large banks. The 95
percent confidence interval for these estimates are (83, 95) for CDFI/MDIs and (67, 79) for
large banks.
Page 28 GAO-21-601 Paycheck Protection Program
Figure 11: Percentage of First Draw Paycheck Protection Program Loans to
Businesses in Metro Counties Relative to the Percentage of All Small Businesses,
by Program Phase and Share of Minority Residents
Note: We used data from the Department of Agriculture’s Economic Research Service to classify
counties as “metro” if they have one or more high-density urban areas with 50,000 or more residents
or are outlying counties that are economically tied to these central counties, as measured by the
share of workers commuting on a daily basis to the central counties. Rural counties are outside the
boundaries of metro areas and have no cities with 50,000 or more residents. High-minority counties
were identified based on data from the U.S. Census Bureau’s American Community Survey and
include counties with a share of minority residents greater than the national share of 27.5 percent.
Forty-seven percent of all small businesses are located in high-minority counties. This analysis
excludes loans that were approved and subsequently canceled and loans that could not be matched
to the data from the U.S. Census Bureau. Generally, Phase 1 data include loans approved from April
3–16, 2020, Phase 2 data include loans approved from April 27–August 8, 2020, and Phase 3 data
include first draw loans approved from January 12–June 30, 2021.
To increase lending to traditionally underserved businesses and counties,
Congress and SBA modified PPP to include more lenders, particularly
Nonbanks, CDFIs, and MDIs
Substantially Increased
Lending in Later Phases
Page 29 GAO-21-601 Paycheck Protection Program
those that lend to traditionally underserved businesses.
53
Nonbanks,
CDFIs, and MDIs each made a greater percentage of PPP loans in
Phases 2 and 3 (see fig. 12). Specifically, the percentage of loans made
by nonbanks increased significantly, from 3 percent of loans in Phase 1 to
23 percent of loans in Phase 3. In addition, the percentage of loans made
by CDFIs and MDIs rose from 4 percent of loans in Phase 1 to 24 percent
of loans in Phase 3. Further, beginning in Phase 2, SBA added 623 new
lenders to make PPP loans, increasing the total number of lenders from
4,837 to 5,460. CDFIs, MDIs, and nonbanks made 97 percent of the
nearly 1.5 million loans issued by new lenders in the last two phases of
the program.
Figure 12: Percentage of Paycheck Protection Program Loans, by Lender Type and
Program Phase
Note: For this analysis, all depository lenders are categorized as “banks,” including banks, credit
unions, and savings and loan associations. Large banks are as those with at least $10 billion in
assets, medium banks are those with $1 to $10 billion, and small banks are those with less than $1
billion based on publicly available call reports. All nondepository lenders are categorized as
“nonbanks,” including SBA Small Business Lending Companies, SBA Certified Development
Companies, SBA Microlenders, Business and Industrial Development Corporations, Farm Credit
53
SBA and the Department of the Treasury were jointly responsible for approving lenders
new to SBA to issue PPP loans. According to SBA officials, SBA approved new federally
regulated lenders, and only new non-federally regulated and insured lenders required joint
SBA and Treasury approval.
Page 30 GAO-21-601 Paycheck Protection Program
System lenders, and state-regulated financial companies. This analysis excludes loans that were
approved and subsequently canceled. Generally, Phase 1 data include loans approved from April 3–
16, 2020, Phase 2 data include loans approved from April 27–August 8, 2020, and Phase 3 data
include first draw loans approved from January 12–June 30, 2021.
Nonbanks, CDFIs, and MDIs made a higher proportion of loans to
traditionally underserved businesses and counties than other types of
lenders, particularly small banks. Specifically, self-employed individuals
received 85 percent of nonbanksloans, but only 47 percent of loans
overall, which suggests that nonbank lendersincreased participation over
time could have helped increase lending to these borrowers. In addition,
21 percent of loans made by CDFIs or MDIs and 23 percent of loans
made by nonbanks went to businesses in counties with large shares of
women-owned businesses, compared to 4 percent of loans made by
small banks.
54
Similarly, 64 percent of loans made by nonbanks and 69
percent of loans made by CDFIs and MDIs went to businesses in high-
minority counties, compared to 22 percent of loans made by small
banks.
55
These findings suggest the changes SBA and Congress made to
increase lending to traditionally underserved businesses through
nonbanks, CDFIs, and MDIs helped these businesses better access PPP.
By the end of Phase 3, PPP lending to businesses in traditionally
underserved counties was proportionate to their representation in the
overall small business community, in part because of the changes
Congress and SBA made to the program.
56
For example, while loans to
businesses in rural counties were high from the start of the program,
loans to businesses in high-minority counties and counties with large
shares of women-owned businesses reached proportionate levels by the
end of Phase 3. However, while lending to businesses with fewer than 10
54
By comparison, 19 percent of loans made by large banks and 10 percent of loans made
by medium banks went to businesses in counties with large shares of women-owned
businesses.
55
Fifty-four percent of loans made by large banks and 36 percent of loans made by
medium banks went to businesses in counties with high minority populations.
56
For the purposes of this report, we refer to traditionally underserved businesses and
countiesmore broadly as very small businesses; those owned by minorities, women, or
veterans; or those located in rural counties, counties with high minority populations, or
Tribal areas. In our analyses, we used businesses with fewer than 10 employees and
those owned by self-employed individuals to represent very small businesses. To
represent minority-, women-, and veteran-owned businesses, we used counties with high
shares of minority residents and high shares of women- and veteran-owned businesses.
We include Tribal areas when collectively referring to traditionally underserved counties.
By Program Close,
Lending in Traditionally
Underserved Counties
Was Comparable to Their
Share of Small
Businesses
Page 31 GAO-21-601 Paycheck Protection Program
employees increased significantly over time, it remained
disproportionately low by the end of Phase 3.
Specifically, the share of loans to businesses in rural counties exceeded
their share of all small businesses (see fig. 13). Overall, 15 percent of
loans went to small businesses in rural counties, while 13 percent of all
small businesses are located in these counties.
Despite initial access challenges, lending to high-minority counties
exceeded and lending to counties with large shares of women-owned
businesses reached their share of small businesses by the programs
end. Businesses in high-minority counties received 50 percent of all loans
and account for 47 percent of all small businesses nationwide. Overall,
businesses in counties with large shares of women-owned businesses
accounted for 16 percent of loans and represent 16 percent of small
businesses. In addition, the share of loans to businesses in counties with
large shares of veteran-owned businesses was generally commensurate
with the share of small businesses in those counties. Overall, counties
with large shares of veteran-owned businesses accounted for 4 percent
of loans and 5 percent of small businesses.
Businesses across the hardest-hit sectors received 30 percent of all
program loans but account for 27 percent of small businesses.
However, the share of loans to businesses with fewer than 10 employees
remained below their share of small businesses overall, despite program
changes to increase their participation over time. These businesses
received 84 percent of all loans, but represent 96 percent of all small
businesses. In particular, self-employed individuals received 47 percent of
loans.
57
By comparison, businesses with 10 to 499 employees received
16 percent of all loans, despite accounting for just 4 percent of all small
businesses.
The proportionately low program participation for businesses with fewer
than 10 employees and self-employed individuals could be, in part,
because they were able to obtain other forms of assistance. For example,
in July 2021, we reported that businesses with fewer than 10 employees
accounted for 86 percent of approved applications in the Economic Injury
57
Data were not available to calculate the percentage of all businesses that are self-
employed individuals.
Page 32 GAO-21-601 Paycheck Protection Program
Disaster Loan programan SBA-administered program that provided
$230 billion in loans and advances to small businesses and nonprofits
between March 2020 and May 2021.
58
Further, many self-employed
individuals may have been eligible for unemployment insurance.
59
Finally, businesses on Tribal lands received 1 percent of all PPP loans.
60
58
See GAO-21-589.
59
SBA has noted that a self-employed individuals participation in PPP may affect eligibility
for unemployment compensation.
60
Although SBAs loan-level data include the type of businesses that received loans, these
data did not consistently record whether businesses were Tribal businesses. Because
these data were not available, we estimated the percentage of PPP loans that went to
businesses located on Tribal lands. Tribal lands in our analysis included federally
recognized American Indian reservations and off-reservation trust land areas, state-
recognized American Indian reservations, and Hawaiian homelands for which Census
publishes data. Businesses located in these Tribal areas may or may not be Tribal
businesses. In addition, data were not available to calculate the percentage of all
businesses located on Tribal lands.
Page 33 GAO-21-601 Paycheck Protection Program
Figure 13: Percentage of Paycheck Protection Program Loans Relative to the Share of Small Businesses, by Type of Business
or County
a
Self-employed individuals include independent contractors, sole proprietorships, qualified joint
ventures, and single-member limited liability companies. Data were not available to calculate the
percentage of all small businesses that were self-employed individuals.
b
Hardest-hit sectors include businesses holding the sector classification code within the North
American Industry Classification System identified by the Bureau of Labor Statistics’s 2020 Business
Response Survey as those that were most likely to experience adverse effects to their business
operations as a result of the COVID-19 pandemic. Collectively, businesses in these sectors received
a proportionate share of PPP loans relative to their share of all small businesses, but businesses in
certain sectors including educational services and arts, entertainment, and recreation received a
lower share of PPP loans than their share of all small businesses. The Consolidated Appropriations
Act, 2021, enacted December 27, 2020, established the Shuttered Venue Operators Grant program
to target over $16 billion in grants to venue operators. Eligible businesses generally fall into the arts,
entertainment, and recreation sector.
c
Counties with large shares of women- and veteran-owned businesses include counties in which the
share of business ownership is higher than the national share at the 95 percent confidence level,
based on Census’s Annual Business Survey.
d
High-minority counties include counties with a share of minority residents greater than the national
share based on Census’s American Community Survey.
e
Data were not available to calculate the percentage of all businesses that are Tribal businesses.
f
We define all small businesses as employer businesses with fewer than 500 employees and all non-
employer businesses based on 2017 data from Census’s Statistics of U.S. Businesses and Non-
Employer Statistics.
Page 34 GAO-21-601 Paycheck Protection Program
g
This analysis excludes loans that were approved and subsequently canceled and includes both first
and second draw loans. For counties and Tribal areas, loans that could not be matched to Census
data were excluded.
Our analysis suggests that program changes made by Congress and
SBA helped to increase access for the intended businesses and
counties.
61
We will continue to monitor and report on the use of PPP and
related small business loan and grant funds through our government-wide
reports.
We provided a draft of this report to the Small Business Administration
and the Department of the Treasury for review and comment. Both
provided technical comments, which we incorporated as appropriate.
We are sending copies of this report to the appropriate congressional
committees, the Administrator of the Small Business Administration, and
the Secretary of the Treasury. In addition, the report is available at no
charge on the GAO website at https://www.gao.gov.
If you or your staff have any questions about this report, please contact
me at (202) 512-8678 or [email protected]. Contact points for our
Offices of Congressional Relations and Public Affairs may be found on
the last page of this report. GAO staff who made key contributions to this
report are listed in appendix II.
John H. Pendleton
Director, Financial Markets and Community Investment
61
Our analysis did not account for the total number of businesses that may have
permanently closed as a result of the pandemic, or those that may have utilized other
assistance instead of PPP.
Agency Comments
Page 35 GAO-21-601 Paycheck Protection Program
List of Addressees
The Honorable Patrick Leahy
Chairman
The Honorable Richard Shelby
Vice Chairman
Committee on Appropriations
United States Senate
The Honorable Ron Wyden
Chairman
The Honorable Mike Crapo
Ranking Member
Committee on Finance
United States Senate
The Honorable Patty Murray
Chair
The Honorable Richard Burr
Ranking Member
Committee on Health, Education, Labor, and Pensions
United States Senate
The Honorable Gary C. Peters
Chair
The Honorable Rob Portman
Ranking Member
Committee on Homeland Security and Governmental Affairs
United States Senate
The Honorable Benjamin Cardin
Chairman
The Honorable Rand Paul
Ranking Member
Committee on Small Business and Entrepreneurship
United States Senate
Page 36 GAO-21-601 Paycheck Protection Program
The Honorable Kyrsten Sinema
Chair
The Honorable James Lankford
Ranking Member
Subcommittee on Government Operations and Border Management
Committee on Homeland Security and Governmental Affairs
United States Senate
The Honorable Rosa L. DeLauro
Chairwoman
The Honorable Kay Granger
Ranking Member
Committee on Appropriations
House of Representatives
The Honorable Frank Pallone, Jr.
Chairman
The Honorable Cathy McMorris Rodgers
Republican Leader
Committee on Energy and Commerce
House of Representatives
The Honorable Bennie G. Thompson
Chairman
The Honorable John Katko
Ranking Member
Committee on Homeland Security
House of Representatives
The Honorable Carolyn B. Maloney
Chairwoman
The Honorable James Comer
Ranking Member
Committee on Oversight and Reform
House of Representatives
The Honorable Nydia M. Velázquez
Chairwoman
The Honorable Blaine Luetkemeyer
Ranking Member
Committee on Small Business
House of Representatives
Page 37 GAO-21-601 Paycheck Protection Program
The Honorable Richard Neal
Chair
The Honorable Kevin Brady
Republican Leader
Committee on Ways and Means
House of Representatives
The Honorable Elizabeth Warren
United States Senate
The Honorable Earl Blumenauer
House of Representatives
The Honorable Steve Cohen
House of Representatives
The Honorable Peter A. DeFazio
House of Representatives
The Honorable Diana DeGette
House of Representatives
The Honorable Mike Doyle
House of Representatives
The Honorable John Garamendi
House of Representatives
The Honorable Raúl M. Grijalva
House of Representatives
The Honorable Jahana Hayes
House of Representatives
The Honorable Henry C. Johnson, Jr.
House of Representatives
The Honorable Barbara Lee
House of Representatives
The Honorable Mike Levin
House of Representatives
Page 38 GAO-21-601 Paycheck Protection Program
The Honorable James P. McGovern
House of Representatives
The Honorable Grace F. Napolitano
House of Representatives
The Honorable Eleanor Holmes Norton
House of Representatives
The Honorable Chellie Pingree
House of Representatives
The Honorable Ayanna Pressley
House of Representatives
The Honorable Mary Gay Scanlon
House of Representatives
The Honorable Jan Schakowsky
House of Representatives
The Honorable Adam Smith
House of Representatives
The Honorable Darren Soto
House of Representatives
The Honorable Jackie Speier
House of Representatives
The Honorable Rashida Tlaib
House of Representatives
The Honorable Paul Tonko
House of Representatives
The Honorable Norma J. Torres
House of Representatives
The Honorable Bonnie Watson Coleman
House of Representatives
Page 39 GAO-21-601 Paycheck Protection Program
The Honorable Frederica S. Wilson
House of Representatives
Appendix I: Objectives, Scope, and
Methodology
Page 40 GAO-21-601 Paycheck Protection Program
This report examines how small business and lender participation in the
Paycheck Protection Program (PPP) evolved over time.
To address this objective, we used loan-level PPP data provided by the
Small Business Administration (SBA) on the nearly 12.5 million loans
approved from April 3, 2020, through June 30, 2021. The dataset
included 70 variables describing loans, small business borrowers, and
lenders. In addition, SBA provided a list of lenders approved to participate
in PPP. This dataset included 10 additional variables, including
information on the lender type and size.
For all analyses, we excluded loans that were approved and
subsequently canceled (approximately 6 percent of all loans). To
understand the extent to which different types of businesses and
business owners were able to access the program, our primary unit of
analysis was the number of loans (i.e., whether a business received a
loan) rather than the loan amount, which is determined by a formula
based on a businesss payroll and other expenses and can be sensitive to
geographical variations in the cost of doing business.
SBA’s loan-level PPP data included the date SBA approved the loan but
not the date the application was received. As a result, we categorized
loans into three phases based on the date SBA approved the loan. Phase
1 is based on the programs initial funding from the CARES Act and
includes loans approved from April 316, 2020.
1
Phase 2 is based on the
programs second round of funding through the Paycheck Protection
Program and Health Care Enhancement Act and includes loans approved
from April 27August 8, 2020.
2
Phase 3 is based on the programs third
round of funding through the Consolidated Appropriations Act, 2021, and
American Rescue Plan Act of 2021, and includes loans approved from
January 12June 30, 2021.
3
1
CARES Act, Pub. L. No. 116-136, §§ 1102(b), 1107(a)(1), 134 Stat. 281, 301 (2020). The
dataset includes 10 loans with approval dates on April 20-22, 2020, which we categorized
as Phase 1.
2
Paycheck Protection Program and Healthcare Enhancement Act, Pub. L. No. 116-139,§
101(a) 134 Stat. 620, 620 (2020). The dataset includes 1 loan with an approval date of
August 9, 2020, which we categorized as Phase 2.
3
Consolidated Appropriations Act, 2021, Pub. L. No. 116-260, div. N, tit. III, §323, 134
Stat. 1182, 2018-22 (2020); American Rescue Plan Act of 2021, Pub. L. No. 117-2, §
5001(d), 135 Stat. 4, 85.
Appendix I: Objectives, Scope, and
Methodology
Small Business
Administration Data
Appendix I: Objectives, Scope, and
Methodology
Page 41 GAO-21-601 Paycheck Protection Program
We categorized lenders by type and size. In its list of approved PPP
lenders, SBA indicated the lender category (depository or nondepository)
and subcategory (lender type). SBA indicated whether a lender was a
Community Development Financial Institution (CDFI) by matching its data
to a list of CDFIs provided by the Department of the Treasury. SBA also
indicated whether a lender was a Minority Depository Institution (MDI) by
matching its data to MDI lists from the Federal Deposit Insurance
Corporation, the Office of the Comptroller of the Currency, and the
National Credit Union Administration. CFDIs and MDIs share a goal of
expanding economic opportunity by providing loans to businesses and
individuals in traditionally underserved areas. CDFIs include both
depository institutions and nonbanks, while MDIs include only depository
institutions. We categorized any lender that SBA indicated was a CDFI,
an MDI, or both, as CDFI/MDI.
For the remaining lenders, we categorized all depository lendersbanks,
credit unions, and savings and loan associationsas banks.” SBA
provided the size of depository lenders using publicly available call
reports, which we used to define large banks as those with at least $10
billion in assets, medium banks as those with at least $1 billion but less
than $10 billion in assets, and small banks as those with less than $1
billion in assets. We categorized the remaining nondepository lenders as
nonbanks,and these included SBA Small Business Lending
Companies, SBA Certified Development Companies, SBA Microlenders,
Business and Industrial Development Corporations, Farm Credit System
lenders, and state-regulated financial companies.
To understand the characteristics of businesses that received PPP loans,
we generally analyzed each characteristic by program phase and lender
type category. To provide a benchmark, we determined the total number
of small businesses for each characteristic using U.S. Census Bureau
(Census) data. Specifically, we defined small businesses as employer
businesses with fewer than 500 employees and all non-employer
businesses based on 2017 data from Censuss Statistics of U.S.
Businesses and Non-Employer Statistics. Based on the data available,
this provides the best estimate of the number of small businesses that
were eligible for PPP loans, but it does not precisely capture the full
universe of eligible businesses because businesses with 500 employees
are excluded and we do not account for variations in SBA’s size
standards and eligibility criteria across industries and business types.
For business size, we defined the smallest businesses as those with
fewer than 10 employees and analyzed those businesses by program
Analysis of Business and
Lender Characteristics
Appendix I: Objectives, Scope, and
Methodology
Page 42 GAO-21-601 Paycheck Protection Program
phase. We also analyzed loans to self-employed individualswhich also
include sole proprietors, independent contractors, qualified joint ventures,
and single member limited liability companiesby program phase and
lender category type.
For business sector, we analyzed data from the U.S. Bureau of Labor
Statisticss 2020 Business Response Survey and found that businesses
in the following six sectors were most likely to experience adverse effects
to their business operations as a result of the COVID-19 pandemic:
accommodation and food services; arts, entertainment, and recreation;
educational services; health care; manufacturing; and retail trade. We
considered these industries hardest-hit sectorsand analyzed them by
program phase and location.
While the dataset provided by SBA included variables indicating the race,
gender, and veteran status of the business owner, the value was missing
or unreported for most loans (76 percent missing for race, 61 percent for
gender, and 67 percent for veteran status). We determined these
variables were not complete enough to analyze for the purposes of our
analysis. Instead, we used estimates from Censuss 2018 Annual
Business Survey to assess the extent to which counties with a high share
of these businesses were able to access PPP. The survey provides
information on selected economic and demographic characteristics for
businesses and business owners by sex, ethnicity, race, and veteran
status.
4
We used county-level data covering 2017, the most recently
available data at the time of our review. While these data include
employer businesses of all sizes, small businesses comprise more than
99 percent of all businesses in the U.S.
We geocoded the loan-level PPP dataset and merged it with Censuss
Annual Business Survey data to indicate the share of small businesses
owned by women and veterans for the county in which the PPP recipient
4
Censuss Annual Business Survey is an electronic survey that sampled approximately
850,000 employer businesses in 2017. The sample is stratified by state, frame, and
industry and is systematically sampled within each stratum. Business ownership is defined
as having more than 50 percent of the stock or equity in the business and is categorized
by (1) sex (male, female, or equally male/female); (2) ethnicity (Hispanic, equally
Hispanic/non-Hispanic, or non-Hispanic); (3) race (White, Black or African American,
American Indian or Alaska Native, Asian, Native Hawaiian or Other Pacific Islander,
minority, equally minority/nonminority, or nonminority); and (4) veteran status (veteran,
equally veteran/nonveteran, or nonveteran). Publicly held and other firms are not
classifiable by sex, ethnicity, race, and veteran status. Firms equally male-/female-owned,
equally minority-/nonminority-owned, and equally veteran-/nonveteran-owned are counted
and tabulated as separate categories.
Appendix I: Objectives, Scope, and
Methodology
Page 43 GAO-21-601 Paycheck Protection Program
business was located. Specifically, we compared each countys share of
women- and veteran-owned businesses to the national estimate and
categorized each county as above, below, or similar to the national
estimate. We then compared the share of PPP loans to businesses in
counties with above-national shares of women and veteran business
ownership to those same countiesshare of small businesses. For our
analysis, we excluded counties whose share estimates had a relative
standard error greater than 20 percent. We determined counties to be
similar to the national average if the 95 percent confidence interval
surrounding their estimated share fell within the 95 percent confidence
interval surrounding the national estimate. For all surveys, we excluded
Puerto Rico and U.S. territories from our analysis.
To identify the characteristics of the counties served by PPP, we merged
the geocoded loan-level PPP data with data from Censuss American
Community Surveyan ongoing survey of around 3.5 million households
across the U.S. We used county-level 20152019 5-year estimates, the
most recently available data at the time of our review.
5
We analyzed five
socioeconomic indicators at the county level: median household income,
poverty rate, unemployment rate, percentage of households receiving
public assistance income, and percentage of households with no internet
access.
We compared each measure for the county in which a PPP recipient
small business was located to the national measure, and categorized
each small business as being located in county whose estimate is above
or below the national estimate. To facilitate comparison across
geographic areas, we calculated the number of loans per small business
in a county using data from the 2017 Statistics of U.S. Businesses and
2017 Nonemployer Statistics. We also used American Community Survey
data to analyze the share of PPP loans that went to businesses in
counties with minority population shares above or below the national
estimate and the share that went to rural counties compared to metro
counties. We referred to counties classified as non-metroby the U.S.
Department of Agricultures Economic Research Service as “rural” and all
5
The American Community Survey uses a series of monthly samples to produce annually
updated estimates for different geographic units, including counties, across the U.S. The
survey collects data on the economic, social, housing, and demographic characteristics of
communities at various geographic levels, including metropolitan areas, states, and
counties.
Analysis of County
Characteristics
Appendix I: Objectives, Scope, and
Methodology
Page 44 GAO-21-601 Paycheck Protection Program
other counties as metro.
6
We also analyzed the percentage of PPP
loans that went to businesses located on Tribal lands, which may or may
not be Tribal businesses.
7
To learn more about lendersexperience with PPP applications and the
recipients they served, we administered a web-based survey to a
representative sample of PPP lenders.
8
In the survey, we asked lenders
about the number of applications received and approved, reasons for not
approving an application, and the extent to which PPP borrowers had an
existing relationship with the lender. We administered the survey from
February 2021 to April 2021, and we collected information for the 14-
month period from March 2020 to April 2021.
To identify the universe of PPP lenders, we used data provided by SBA
on August 3, 2020, which contained 5,466 lenders. We stratified our
sample (seven strata) and used a stratified random sample of each: (1)
small banks and savings and loans, (2) medium banks and savings and
loans, (3) large banks and savings and loans, (4) extra-large banks, (5)
credit unions, (6) nonbank lending institutions, and (7) minority-owned
depository institutions and community development financial institutions.
9
Our initial sample size was designed to achieve a stratum-level margin of
error of no greater than plus or minus 8 percentage points for an attribute
6
The U.S. Department of Agricultures Economic Research Service defines counties as
either metro or non-metro areas based on population and commuting patterns. Metro
counties are defined as having at least one urban area with a population of 50,000 or
more, plus adjacent territory that has a high degree of social and economic integration
with the urban core, as measured by commuting ties. Non-metro areas do not have an
urban area with at least 50,000 people and do not have measured commuting ties to a
metro county.
7
Tribal lands in our analysis included federally recognized American Indian reservations
and off-reservation trust land areas, state-recognized American Indian reservations, and
Hawaiian homelands for which Census publishes data.
8
We also used this survey to inform our July 2021 report on SBAs implementation of
PPP. See GAO, Paycheck Protection Program: SBA Added Program Safeguards, but
Additional Actions Are Needed, GAO-21-577 (Washington, D.C.: July 29, 2021).
Specifically, see app. I of that report for more details on the surveys methodology and
app. II for the surveys full results.
9
We defined small banks and savings and loans as those with less than $250 million in
total assets, medium banks and savings and loans as those with $250 million or more and
less than $1 billion in total assets, large banks and savings and loans as those with $1
billion or more and less than $250 billion in total assets, and extra-large banks as those
with $250 billion or more in total assets.
Lender Survey
Appendix I: Objectives, Scope, and
Methodology
Page 45 GAO-21-601 Paycheck Protection Program
level at the 95 percent level of confidence. Our resulting sample size was
1,383 and we received 781 survey responses. We obtained a weighted
response rate of 57.3 percent.
10
Because we followed a probability
procedure based on random selections, our sample is only one of a large
number of samples that we might have drawn. Since each sample could
have provided different estimates, we express our confidence in the
precision of our particular samples results as a 95 percent confidence
interval (for example, plus or minus 8 percentage points). This is the
interval that would contain the actual population value for 95 percent of
the samples we could have drawn. Confidence intervals are provided with
each sample estimate in the report. All survey results presented in the
body of this report are generalizable to the estimated population of 5,451
in-scope depository institutions, except where otherwise noted.
To assess the reliability of the SBA data, we identified potential variables
for use in our analyses and output statistics on these variables (e.g.,
frequencies of values, number of blanks or zero values, minimum,
maximum, and mean) to identify any potential reliability concerns, such as
outliers or missing values. We met with relevant SBA officials to discuss
each of the variables to understand how SBA collected, used, and
maintained the data; the reliability and completeness of key variables;
reasons for any potential discrepancies we identified; and whether our
understanding of the data and approach to analyzing them were accurate
and reasonable. After these meetings, we requested updated versions of
the data and updated our analyses accordingly. In the instances in which
we identified potential outliers or errors, we discussed them with SBA,
and when necessary, requested a correction. We also reviewed related
interviews and data reliability checks conducted for previous reports in
which we analyzed PPP data.
11
We determined that all data elements we
assessed were sufficiently appropriate and reliable for this reports
objectives.
To assess the reliability of all Census data, we reviewed technical
information for each data source. We determined the surveys were
sufficiently reliable for the purposes of reporting business characteristics
10
We used a weighted response rate because our survey sample incorporated strata with
different probabilities of selection. A weighted response rate may more accurately reflect
the level of participation. For example, large units that contribute relatively more to the
estimate of a total would have a larger weighton the response rate.
11
For example, GAO, COVID-19: Federal Efforts Could Be Strengthened by Timely and
Concerted Actions, GAO-20-701 (Washington, D.C.: Sept. 21, 2020).
Data Reliability
Appendix I: Objectives, Scope, and
Methodology
Page 46 GAO-21-601 Paycheck Protection Program
on the county level. Findings from each survey are subject to sampling
errors.
To further inform our work, we reviewed legislation, interim final rules,
agency guidance, and academic studies, and interviewed SBA officials.
We also reviewed and summarized relevant literature.
We conducted this performance audit from July 2020 to September 2021
in accordance with generally accepted government auditing standards.
Those standards require that we plan and perform the audit to obtain
sufficient, appropriate evidence to provide a reasonable basis for our
findings and conclusions based on our audit objectives. We believe that
the evidence obtained provides a reasonable basis for our findings and
conclusions based on our audit objectives.
Appendix I: Objectives, Scope, and
Methodology
Page 47 GAO-21-601 Paycheck Protection Program
John H. Pendleton, (202) 512-8678 or [email protected]v
In addition to the contact named above, Cory Marzullo (Assistant
Director), Christopher Forys (Analyst in Charge), Vida Awumey, Irina
Carnevale, Chelsea Carter, Rachel DeMarcus, Gita DeVaney, Jacob
Fender, Toni Gillich, Ying Long, John Mingus, Julia Robertson, Rebecca
Shea, Jena Sinkfield, Shenandoah Sowash, Tyler Spunaugle, Farrah
Stone, and Seyda Wentworth made key contributions to this report.
Appendix II: GAO Contacts and Staff
Acknowledgments
GAO Contact
Staff
Acknowledgments
(104427)
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