Tax Enforcement: IRS Audit Processes Can Be Strengthened to Address a Growing Number of Large, Complex Partnerships
Fast Facts
More businesses have been organizing as partnerships. This allows them to pass income and losses to their partners instead of being taxed as corporations. Between 2002 and 2019, the number of large partnerships—with over $100 million in assets and 100 or more partners—increased almost 600%.
The IRS audit rate for large partnerships has dropped to less than 0.5% since 2007. About 80% of audits conducted don't find tax noncompliance. This may suggest that IRS isn't choosing the riskiest returns to audit or doesn't know how to find noncompliance in these businesses.
Our recommendations would help IRS improve how it selects partnerships to audit.
Large partnerships are increasing in number and complexity, posing tax enforcement challenges.
Highlights
What GAO Found
In tax year 2019, there were 20,052 large partnerships, increasing nearly 600 percent since tax year 2002. Eighty-four percent of large partnerships reported providing finance and insurance services or real estate and rental leasing. Large partnerships can be complex with income or business expenses passing through multiple levels such that a partnership could be a partner in another partnership.
The Internal Revenue Service (IRS) audits few large partnerships—54 in tax year 2019—and the audit rate has declined since 2007. More than 80 percent of the audits resulted in no change to the return on average from tax years 2010 to 2018, double the rate of large corporate audits. For those that did change, the average adjustment was negative $264,000. IRS officials attributed the declining audit rate to resource constraints. The Inflation Reduction Act of 2022 (IRA) provided IRS with $45.6 billion for enforcement activities through the end of fiscal year 2031, and in response IRS identified large partnerships as an enforcement priority. About $1.4 billion of this funding was rescinded in 2023 with a White House briefing reporting an agreement to reduce future funding by $20 billion.
Audit Rate for Large Partnerships, 2007–2019
As part of its audit selection process, IRS uses statistical models to help review partnership returns for potential noncompliance, but the models were developed without using representative samples of returns and with untested assumptions. Additionally, IRS has not developed a plan to incorporate feedback from audit results into the models. Addressing these modeling issues could improve IRS's ability to better identify and audit noncompliant partnerships.
IRS planning documents state that it will expand enforcement efforts related to large, complex partnerships using IRA funding. However, IRS has not defined complexity or size in terms specific enough to guide enforcement efforts. IRS also has not developed measures to ensure that additional audits focus on these entities. Developing such a definition and specific outcome measures would help IRS develop plans, track resources used, and assess the results of these new investments in large partnership audits.
Why GAO Did This Study
Business activity has increasingly shifted toward legal structures known as partnerships and away from C corporations subject to the corporate income tax. A partnership is generally an unincorporated organization with two or more members that conducts a business and divides profits. Partnerships usually do not pay income taxes as entities but pass the net income or losses to partners, such as individuals or corporations, who then report the income and pay any applicable taxes.
GAO was asked to examine trends in large partnerships and IRS auditing of them. This report (1) summarizes the number and characteristics of large partnerships; (2) describes the resources used and results of audits of large partnerships; and (3) assesses IRS's efforts to identify potential noncompliance risks in large partnerships. For purposes of this report, large partnerships are defined as having $100 million or more in assets and 100 or more total partners.
GAO analyzed IRS data pertaining to business and audit activity for tax years 2002 through 2019, the most recent year for which complete data were available; compared IRS statistical models to relevant statistical modeling standards; interviewed agency officials; and held discussion groups with IRS staff.
Recommendations
GAO is making four recommendations to IRS, including improving the design of its models as well as developing guidance to define and measures to track large and complex partnership audits. IRS agreed with GAO's recommendations.
Recommendations for Executive Action
Agency Affected | Recommendation | Status |
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Internal Revenue Service | The Commissioner of Internal Revenue should use representative sampling of partnership returns, including those on which IRS's current partnership models do not identify risk factors, to help identify additional noncompliance that may not be detected and to improve the agency's understanding of the models' effectiveness. (Recommendation 1) |
IRS agreed with the recommendation. In September 2024, IRS officials reported that in response to our recommendation they had updated the Large Partnership Compliance Model to have subject matter experts review a sample of partnership returns not identified by the model as presenting potential compliance risks. IRS documents state that these subject matter experts reviewed a random sample of 51 returns identified by the model as presenting no compliance risk and reviewed 170 returns identified by the model as presenting potential compliance risks. IRS officials stated that they will continue to review returns identified as no risk when they run the Large Partnership Compliance Model in future years and reported making additional model enhancements to incorporate more risks. Based on our follow-up contacts into January 2025 with IRS to confirm statements in its documents, we are closing this recommendation.
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Internal Revenue Service | The Commissioner of Internal Revenue should test and validate the key assumptions used in IRS's partnership models through analysis of data on audit outcomes or other research and develop a formal process for using audit results and other data as they become available to improve model performance. (Recommendation 2) |
IRS agreed with the recommendation. In January 2024, IRS officials described plans to gather and utilize feedback throughout the examination process to improve modeling efforts. In September 2024, IRS officials reported incorporating feedback, as data becomes available, to improve modeling efforts. For example, IRS officials analyzed the characteristics of partnerships. IRS officials reported reviewed in February 2025 more general research studies, such as how machine learning algorithms may achieve greater accuracy by choosing data to learn from. Also in February 2025, IRS officials reported piloting an approach to use data generated during audits and prior to case closures to improve the effectiveness of machine learning models. IRS officials plan to use the Large Partnership Compliance Program, which seeks to improve methods to identify potential compliance risks among the largest partnerships, to test this approach of using data collected during audits to improve the models used to select additional cases. While IRS's pilot has the potential to improve the performance of its models, IRS will need to complete the pilot and collect and analyze relevant data to evaluate the effectiveness of this approach. We will continue to monitor IRS's efforts to address our recommendation.
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Internal Revenue Service |
Priority Rec.
The Commissioner of Internal Revenue should develop guidance defining large, complex partnerships and the characteristics of those entities. (Recommendation 3)
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IRS agreed with the recommendation. In September 2024, IRS completed a preliminary analysis of 4 million partnerships in tax year 2019 and identified six groups of partnerships, including complex, operating entities. IRS determined that complex, operating entities are characterized by three or more tiers of partners and earn 90 percent or more of their income from business income. Approximately 300,000 of 4 million partnerships were characterized as complex, operating entities in IRS's analysis. While IRS's analysis is helpful, we recommended guidance to help guide enforcement efforts, such as narrowing down the population of partnerships and select the highest risk for audit. While IRS research and enforcement officials collaborated on this analysis, we could not determine from the documentation provided how audit selection methods may change as a result. Further, IRS may benefit from a more targeted definition of a complex operating partnership. It will likely be difficult for IRS to select cases to audit from the approximately 300,000 partnerships. The analysis we did for our report showed that an increasing number of large partnerships have 20 or more tiers of partners, which is a much greater degree of complexity than IRS's initial analysis. Narrowing further the definition of large, complex partnerships would make it more feasible for IRS to review information concerning partnerships identified as complex, operating entities and select the highest risk for audit. To fully implement this recommendation, IRS will need to integrate the research into enforcement efforts and refine its research to identify a smaller number of complex, operating entity partnerships.
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Internal Revenue Service |
Priority Rec.
The Commissioner of Internal Revenue should identify and implement measures for tracking progress toward agency objectives that reflect the definitions and guidance for large, complex partnerships, which should include creating additional activity codes for IRS to track audit resources used and results. (Recommendation 4)
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IRS partially agreed with this recommendation. IRS officials reported in April 2024 that they do not agree that creating additional activity codes is necessary. They believe that the agency's existing codes are sufficient to track staffing and audit results of partnership compliance efforts. In February 2025, IRS officials stated that they continue to disagree with our recommendation. While IRS has made progress in addressing a related recommendation to develop guidance defining large, complex partnerships and the characteristics of those entities (see recommendation #3 from this report), IRS officials told us in February 2025 that additional activity codes take IT resources they do not believe are available and also expressed concern about potential inflexibilities if they create new codes based on their analysis identifying different types of partnerships. For example, IRS's analysis identified certain partnerships as complex, operating entities based on the activities they earn income from and the number of tiers of partners. While we recognize that IRS must balance how it uses IT resources, we continue to believe that addressing our recommendation would help IRS continue to manage audit resources. Our report found that all audits of large partnerships would be categorized under one activity code. Categorizing all audits under one code makes it impossible for IRS to track audits of the most complex partnerships. In recent years, IRS's IRA strategic operating plan identified a key objective of delivering cutting-edge technology, data, and analytics to operate more effectively. Addressing this recommendation will allow IRS to track progress towards the agency objective of increasing enforcement activities of large, complex partnerships.
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