100+ datasets found
  1. p

    Paycheck Protection Program Loan Data

    • pppdata.us
    Updated Dec 31, 2020
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    Small Business Administration (2020). Paycheck Protection Program Loan Data [Dataset]. https://pppdata.us/all-data
    Explore at:
    Dataset updated
    Dec 31, 2020
    Dataset authored and provided by
    Small Business Administration
    License

    CC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
    License information was derived automatically

    Description

    Complete set of loan-level data on the recipients of Paycheck Protection Program loans

  2. d

    List of Business PPP SBA Loan Receipents

    • search.dataone.org
    • dataverse.harvard.edu
    Updated Mar 6, 2024
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    McManus, Brian (2024). List of Business PPP SBA Loan Receipents [Dataset]. http://doi.org/10.7910/DVN/BZYX9O
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    Dataset updated
    Mar 6, 2024
    Dataset provided by
    Harvard Dataverse
    Authors
    McManus, Brian
    Description

    An aggregated dataset of PPP (Paycheck Protection Program) SBA (Small Business Administration) loans involving 3 million businesses would be a comprehensive collection of financial information, aimed at analyzing the distribution and impact of these loans. This dataset would include key details such as the names of the businesses, loan amounts, loan disbursement dates, and the terms of the loans. Additionally, the dataset would contain information on board members of these businesses, providing insights into the governance structures and potential networks influencing the flow of SBA funds. This aspect of the dataset can be crucial for understanding the distribution patterns of PPP loans, identifying trends in funding allocation among different types of businesses, and examining any correlations between board composition and loan receipt. Such a dataset would be valuable for various analyses, including: Financial Analysis: Assessing the financial health and stability of businesses that received PPP loans, and understanding how these loans have impacted their operations during challenging economic times. Governance Analysis: Evaluating the role of board members in acquiring PPP loans, and whether certain types of governance structures were more successful in securing funds. Economic Impact Assessment: Measuring the broader economic impact of the PPP loans, such as job retention, business survival rates, and sector-wise distribution of funds. Network Analysis: Mapping the connections between different businesses and their board members to identify any potential networks or clusters that may have influenced the flow of funds. Policy Evaluation: Providing data-driven insights to policymakers for assessing the effectiveness of the PPP program and for planning future economic relief measures.

  3. SBA Paycheck Protection Program (PPP) Loan

    • catalog.data.gov
    • data-dathere.dataops.dathere.com
    • +1more
    Updated Jul 29, 2023
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    Small Business Administration (2023). SBA Paycheck Protection Program (PPP) Loan [Dataset]. https://catalog.data.gov/dataset/sba-paycheck-protection-program-ppp-loan-843c1
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    Dataset updated
    Jul 29, 2023
    Dataset provided by
    Small Business Administrationhttps://www.sba.gov/
    Description

    SBA Coronavirus (COVID-19) Relief Options: Paycheck Protection Program (PPP) Report and Data

  4. d

    PPP Loans to Connecticut Businesses

    • catalog.data.gov
    • data.ct.gov
    • +2more
    Updated Jun 21, 2025
    + more versions
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    data.ct.gov (2025). PPP Loans to Connecticut Businesses [Dataset]. https://catalog.data.gov/dataset/ppp-loans-to-connecticut-businesses
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    Dataset updated
    Jun 21, 2025
    Dataset provided by
    data.ct.gov
    Area covered
    Connecticut
    Description

    The Paycheck Protection Program (PPP) loans provide small businesses with the resources they need to maintain their payroll, hire back employees who may have been laid off, and cover applicable overhead. This data set includes businesses in Connecticut that received PPP funding, how much funding the employer received & how many jobs the employer claims they saved. The NAICS (National Industry Classification) was provided by the loan recipient. This dataset includes loans under $150,000 and loans of $150,000 and above made to Connecticut businesses through August 8, 2020. Please see attached document for more details.

  5. PPP Loans Georgia

    • fultoncountyopendata-fulcogis.opendata.arcgis.com
    • opendata.atlantaregional.com
    • +2more
    Updated Sep 25, 2020
    + more versions
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    Georgia Association of Regional Commissions (2020). PPP Loans Georgia [Dataset]. https://fultoncountyopendata-fulcogis.opendata.arcgis.com/datasets/GARC::ppp-loans-georgia/about?layer=0
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    Dataset updated
    Sep 25, 2020
    Dataset provided by
    The Georgia Association of Regional Commissions
    Authors
    Georgia Association of Regional Commissions
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    Description

    This dataset is published by the Atlanta Regional Commission Research & Analytics group to show Paycheck Protection Program Loans for Georgia. Source: US Department of Treasuryhttps://home.treasury.gov/policy-issues/cares-act/assistance-for-small-businesses/sba-paycheck-protection-program-loan-level-data

  6. d

    PPP Loans in the City of Los Angeles

    • catalog.data.gov
    • data.lacity.org
    • +1more
    Updated Jun 21, 2025
    + more versions
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    data.lacity.org (2025). PPP Loans in the City of Los Angeles [Dataset]. https://catalog.data.gov/dataset/ppp-loans-in-the-city-of-los-angeles
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    Dataset updated
    Jun 21, 2025
    Dataset provided by
    data.lacity.org
    Area covered
    Los Angeles
    Description

    This dataset features PPP loan data distributed across the City of Los Angeles as of January 25, 2022. Data comes from SBA.gov.

  7. PPP Loan Data (Paycheck Protection Program)

    • kaggle.com
    Updated Aug 1, 2020
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    Mikio Harman (2020). PPP Loan Data (Paycheck Protection Program) [Dataset]. https://www.kaggle.com/susuwatari/ppp-loan-data-paycheck-protection-program/metadata
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    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Aug 1, 2020
    Dataset provided by
    Kagglehttp://kaggle.com/
    Authors
    Mikio Harman
    License

    https://www.usa.gov/government-works/https://www.usa.gov/government-works/

    Description

    Find the original dataset here

    Pandas EDA with Plotly using this dataset here

    Paycheck Protection Program (PPP) Loan Data – Key Aspects

    SBA Values Transparency, Protecting Taxpayer Funds, and Protecting Proprietary Information of Small Businesses

    In releasing PPP loan data to the public, SBA is maintaining a balance between providing transparency to American taxpayers and protecting small businesses’ confidential business information, such as payroll, and personally identifiable information. Small businesses are the driving force of American economic stability and are essential to America’s economic rebound from the pandemic. SBA is committed to ensuring that any release of PPP loan data does not harm small businesses or their employees.

    PPP Is A Delegated Loan Making Process

    PPP loans are not made by SBA. PPP loans are made by lending institutions and then guaranteed by SBA. Accordingly, borrowers apply to lenders and self-certify that they are eligible for PPP loans. The self- certification includes a good faith certification that the borrower has economic need requiring the loan and a certification that the borrower has applied the affiliation rules and is a small business, among other certifications The lender then reviews the borrower’s application, and if all the paperwork is in order, approves the loan and submits it to SBA.

    PPP Loan Data Is Not Indicative of Loan Forgiveness or Program Compliance

    A small business or non-profit organization that is listed in the publicly released data has been approved for a PPP loan by a delegated lender. However, the lender’s approval does not reflect a determination by SBA that the borrower is eligible for a PPP loan or entitled to loan forgiveness. All PPP loans are subject to SBA review and all loans over $2 million will automatically be reviewed. The fact that a borrower is listed in the data as having a PPP loan does not mean that SBA has determined that the borrower complied with program rules or is eligible to receive a PPP loan and loan forgiveness. Further, a small business’s receipt of a PPP loan should not be interpreted as an endorsement of the small business’ business activity or business model.

    Cancelled Loans Do Not Appear In The PPP Loan Data

    The public PPP data includes only active loans. Loans that were cancelled for any reason are not included in the public data release.

    PPP Loan Demographic Data Is Voluntarily Submitted

    PPP loan data reflects the information borrowers provided to their lenders in applying for PPP loans. SBA can make no representations about the accuracy or completeness of any information that borrowers provided to their lenders. Not all borrowers provided all information. For example, approximately 75% of all PPP loans did not include any demographic information because that information was not provided by the borrowers. SBA is working to collect more demographic information from borrowers to better understand which small businesses are benefiting from PPP loans. The loan forgiveness application expressly requests demographic information for borrowers.

  8. C

    Paycheck Protection Program Loans in Colorado

    • data.colorado.gov
    • splitgraph.com
    csv, xlsx, xml
    Updated Aug 28, 2020
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    CDOS (2020). Paycheck Protection Program Loans in Colorado [Dataset]. https://data.colorado.gov/Business/Paycheck-Protection-Program-Loans-in-Colorado/73ay-2ues
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    csv, xml, xlsxAvailable download formats
    Dataset updated
    Aug 28, 2020
    Dataset authored and provided by
    CDOS
    License

    U.S. Government Workshttps://www.usa.gov/government-works
    License information was derived automatically

    Area covered
    Colorado
    Description

    Paycheck Protection Program loans are SBA loans that helps businesses keep their workforce employed during the Coronavirus (COVID-19) crisis, specific to Colorado. Includes < $150,000 loans and > $150,000 loans. Current law dictates that the Paycheck Protection Program (PPP) close at the end of August 8, 2020.

  9. V

    PPP Cares Act Loan Totals to New Jersey Businesses -- New Jersey

    • odgavaprod.ogopendata.com
    csv
    Updated Feb 12, 2024
    + more versions
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    Datathon 2024 (2024). PPP Cares Act Loan Totals to New Jersey Businesses -- New Jersey [Dataset]. https://odgavaprod.ogopendata.com/dataset/ppp-cares-act-loan-totals-to-new-jersey-businesses-new-jersey
    Explore at:
    csv(4943994)Available download formats
    Dataset updated
    Feb 12, 2024
    Dataset authored and provided by
    Datathon 2024
    Area covered
    New Jersey
    Description

    The Paycheck Protection Program (PPP) loans provide small businesses with the resources they need to maintain their payroll, hire back employees who may have been laid off, and cover applicable overhead. This data set includes businesses in New Jersey who received PPP funding, how much funding the employer received & how many jobs the employer claims they saved. The NAICS (National Industry Classification) was provided by the loan recipient.

  10. P

    Complete PPP Loan Recipient Database

    • citizencheck.com
    csv
    Updated Aug 27, 2025
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    (2025). Complete PPP Loan Recipient Database [Dataset]. http://citizencheck.com/browse/B/1
    Explore at:
    csvAvailable download formats
    Dataset updated
    Aug 27, 2025
    Time period covered
    Apr 2020 - May 2025
    Area covered
    United States
    Variables measured
    Lender, Loan Date, Loan Amount, Borrower Name, Jobs Reported, Business Address
    Measurement technique
    FOIA requests, Data scraping, user submissions
    Description

    Searchable directory of all Paycheck Protection Program loan recipients with fraud reporting capabilities.

  11. Aggregated Paycheck Protection Program (PPP) Loan Data

    • hub.arcgis.com
    • covid19-uscensus.hub.arcgis.com
    Updated Oct 31, 2020
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    US Census Bureau (2020). Aggregated Paycheck Protection Program (PPP) Loan Data [Dataset]. https://hub.arcgis.com/documents/USCensus::aggregated-paycheck-protection-program-ppp-loan-data/about?path=
    Explore at:
    Dataset updated
    Oct 31, 2020
    Dataset provided by
    United States Census Bureauhttp://census.gov/
    Authors
    US Census Bureau
    Description

    Aggregated Paycheck Protection Program (PPP) Loan Data

      Aggregated Paycheck Protection Program (PPP) Loan Data 
      Geography Level: State, CountyItem Vintage: Not Available
      Update Frequency: UnknownAgency: SBAAvailable File Type: Excel with website link 
    
      Return to Other Federal Agency Datasets Page
    
  12. State-Level Paycheck Protection Program Loan Data

    • pppdata.us
    Updated Jan 3, 2021
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    Small Business Administration (2021). State-Level Paycheck Protection Program Loan Data [Dataset]. https://pppdata.us/summary-stats
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    Dataset updated
    Jan 3, 2021
    Dataset authored and provided by
    Small Business Administrationhttps://www.sba.gov/
    License

    CC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
    License information was derived automatically

    Description

    Complete set of state-level aggregated data on the recipients of Paycheck Protection Program loans

  13. A

    SBA Paycheck Protection Program (PPP) Loan Report as of 05-16-2020

    • data.amerigeoss.org
    • catalog.data.gov
    pdf
    Updated Aug 29, 2022
    + more versions
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    United States (2022). SBA Paycheck Protection Program (PPP) Loan Report as of 05-16-2020 [Dataset]. https://data.amerigeoss.org/tl/dataset/sba-paycheck-protection-program-ppp-loan-report-as-of-05-16-2020
    Explore at:
    pdfAvailable download formats
    Dataset updated
    Aug 29, 2022
    Dataset provided by
    United States
    License

    U.S. Government Workshttps://www.usa.gov/government-works
    License information was derived automatically

    Description

    SBA Coronavirus (COVID-19) Relief Options: Paycheck Protection Program (PPP) Report (Approvals through 05-16-2020)

  14. a

    150K PPP LOANS

    • citysurvey-lacs.opendata.arcgis.com
    • visionzero.geohub.lacity.org
    • +2more
    Updated Jan 5, 2022
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    eva.pereira_lahub (2022). 150K PPP LOANS [Dataset]. https://citysurvey-lacs.opendata.arcgis.com/datasets/lahub::150k-ppp-loans
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    Dataset updated
    Jan 5, 2022
    Dataset authored and provided by
    eva.pereira_lahub
    Area covered
    Description

    PPP Loans of over $150k, as reported by SBA as of 6/30/21 Locations were geocoded by LA City Geocoder. Some locations may not have matched. https://www.sba.gov/funding-programs/loans/covid-19-relief-options/paycheck-protection-program/ppp-data

  15. PPP Cares Act Loan Totals to Utah Businesses

    • opendata.utah.gov
    csv, xlsx, xml
    Updated Jul 7, 2020
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    Small Business Administration (2020). PPP Cares Act Loan Totals to Utah Businesses [Dataset]. https://opendata.utah.gov/w/asnf-6xw8/u7hz-5yd9?cur=A_Q52TgjR1F&from=uWAyPzWblAP
    Explore at:
    csv, xml, xlsxAvailable download formats
    Dataset updated
    Jul 7, 2020
    Dataset authored and provided by
    Small Business Administrationhttps://www.sba.gov/
    License

    U.S. Government Workshttps://www.usa.gov/government-works
    License information was derived automatically

    Area covered
    Utah
    Description

    The Paycheck Protection Program (PPP) loans provide small businesses with the resources they need to maintain their payroll, hire back employees who may have been laid off, and cover applicable overhead. This data set includes businesses in Utah who received PPP funding, how much funding the employer received & how many jobs the employer claims they saved. The NAICS (National Industry Classification) was provided by the loan recipient.

  16. PPP Loan Level Data

    • kaggle.com
    Updated Sep 1, 2020
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    Bruce Anders (2020). PPP Loan Level Data [Dataset]. https://www.kaggle.com/bruceanders1/ppp-loan-level-data/discussion
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Sep 1, 2020
    Dataset provided by
    Kagglehttp://kaggle.com/
    Authors
    Bruce Anders
    Description

    Dataset

    This dataset was created by Bruce Anders

    Contents

  17. k

    Data from: PPP Raised Community Bank Revenue but Lowered Profitability

    • kansascityfed.org
    pdf
    Updated Feb 13, 2023
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    (2023). PPP Raised Community Bank Revenue but Lowered Profitability [Dataset]. https://www.kansascityfed.org/research/economic-bulletin/ppp-raised-community-bank-revenue/
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    pdfAvailable download formats
    Dataset updated
    Feb 13, 2023
    Description

    Community banks have played an outsized role in the Paycheck Protection Program (PPP), disbursing 37 percent of all PPP loans despite holding only 18 percent of outstanding bank loans. Although participation boosted community banks’ revenue by supporting asset and interest income growth, it appears to have lowered their profitability, at least initially: low interest rates and deferred fee collection on PPP loans reduced banks’ earning margins.

  18. U

    United States SBP: IF: Received Fin Assistance: PPP Loan Forgiveness

    • ceicdata.com
    Updated Mar 15, 2023
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    CEICdata.com (2023). United States SBP: IF: Received Fin Assistance: PPP Loan Forgiveness [Dataset]. https://www.ceicdata.com/en/united-states/small-business-pulse-survey-by-sector/sbp-if-received-fin-assistance-ppp-loan-forgiveness
    Explore at:
    Dataset updated
    Mar 15, 2023
    Dataset provided by
    CEICdata.com
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Sep 27, 2021 - Jan 10, 2022
    Area covered
    United States
    Description

    United States SBP: IF: Received Fin Assistance: PPP Loan Forgiveness data was reported at 46.800 % in 10 Jan 2022. This records an increase from the previous number of 43.800 % for 03 Jan 2022. United States SBP: IF: Received Fin Assistance: PPP Loan Forgiveness data is updated weekly, averaging 33.200 % from Feb 2021 (Median) to 10 Jan 2022, with 36 observations. The data reached an all-time high of 47.100 % in 20 Dec 2021 and a record low of 11.100 % in 01 Mar 2021. United States SBP: IF: Received Fin Assistance: PPP Loan Forgiveness data remains active status in CEIC and is reported by U.S. Census Bureau. The data is categorized under Global Database’s United States – Table US.S045: Small Business Pulse Survey: by Sector: Weekly. Beg Monday (Discontinued).

  19. U

    United States SBP: FI: Received Fin Assistance: PPP Loan Forgiveness

    • ceicdata.com
    Updated Mar 15, 2023
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    CEICdata.com (2023). United States SBP: FI: Received Fin Assistance: PPP Loan Forgiveness [Dataset]. https://www.ceicdata.com/en/united-states/small-business-pulse-survey-by-sector/sbp-fi-received-fin-assistance-ppp-loan-forgiveness
    Explore at:
    Dataset updated
    Mar 15, 2023
    Dataset provided by
    CEICdata.com
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Sep 27, 2021 - Jan 10, 2022
    Area covered
    United States
    Description

    United States SBP: FI: Received Fin Assistance: PPP Loan Forgiveness data was reported at 29.200 % in 10 Jan 2022. This records an increase from the previous number of 26.600 % for 03 Jan 2022. United States SBP: FI: Received Fin Assistance: PPP Loan Forgiveness data is updated weekly, averaging 18.250 % from Feb 2021 (Median) to 10 Jan 2022, with 36 observations. The data reached an all-time high of 29.500 % in 27 Dec 2021 and a record low of 5.100 % in 15 Feb 2021. United States SBP: FI: Received Fin Assistance: PPP Loan Forgiveness data remains active status in CEIC and is reported by U.S. Census Bureau. The data is categorized under Global Database’s United States – Table US.S045: Small Business Pulse Survey: by Sector: Weekly. Beg Monday (Discontinued).

  20. H

    Replication Data for: Business as Usual? Conventional Politics, Critical...

    • dataverse.harvard.edu
    Updated Sep 16, 2025
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    Michael Schwan; Marc Schneiberg; Mark Cassell (2025). Replication Data for: Business as Usual? Conventional Politics, Critical Junctures and Policy Feedback in the Paycheck Protection Program [Dataset]. http://doi.org/10.7910/DVN/TIKAV2
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Sep 16, 2025
    Dataset provided by
    Harvard Dataverse
    Authors
    Michael Schwan; Marc Schneiberg; Mark Cassell
    License

    CC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
    License information was derived automatically

    Description

    Conventional politics approaches, emphasizing party ideology, electoral dynamics, committee member-ship, campaign donations and industry clout, exercise a powerful hold over assessments of public policies and their distributional effects. Emerging from pluralist and business power perspectives, such accounts see “who gets what and why” as the result of how politics and power shape policies, their implementation, and distributional outcomes. This pervades our understanding of the Paycheck Protection Program (PPP), the US government’s effort to avert mass unemployment during the pandemic by lending $786 billion to small businesses to keep employees on payroll. Yet contrary to prior studies of the PPP, we find that such factors were strikingly uncorrelated with distributional outcomes, revealing limits to such approaches to this case. Instead, we find that an institutional politics or politics-in-time (IP-PIT) approach better explains the program and its trajectories. IP-PIT revises the causal sequence by empha-sizing how institutions and policies generate politics, distributional outcomes and feedback loops. We engage both approaches via a mixed-methods analysis of the PPP and two new datasets. We anchor our study in a qualitative process-tracing of temporal variation in policy architectures, politics, policy revi-sions, and shifting access to loans within and across the program’s three periods before presenting quan-titative analyses of loan flows across congressional districts and periods using data on the entire corpus of PPP loans. We use one of the largest economic interventions since the New Deal as a case to advance research and debate over the dynamics and outcomes of US policy making during crises and the Ameri-can political economy in general. Ours is the first study of the PPP to conduct a mixed-methods analysis of loans across congressional districts or to use conventional and institutional approaches to address its politics, policy and outcomes. We document varieties of critical junctures, contribute arguments about what might shape policy or institutional innovation in those moments, and use the PPP to identify conditions under which systems are “their own grave diggers,” fueling negative-transformative rather than positive-reproductive feedback.

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Small Business Administration (2020). Paycheck Protection Program Loan Data [Dataset]. https://pppdata.us/all-data

Paycheck Protection Program Loan Data

PPP Loan Data

PPP Data for All Loans

Explore at:
11 scholarly articles cite this dataset (View in Google Scholar)
Dataset updated
Dec 31, 2020
Dataset authored and provided by
Small Business Administration
License

CC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
License information was derived automatically

Description

Complete set of loan-level data on the recipients of Paycheck Protection Program loans

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