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Audit Types and Methods
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Trends and Changes Over Time
Trends and Changes Over Time Interpretation
How We Rate Confidence
Every statistic is queried across four AI models (ChatGPT, Claude, Gemini, Perplexity). The confidence rating reflects how many models return a consistent figure for that data point. Label assignment per row uses a deterministic weighted mix targeting approximately 70% Verified, 15% Directional, and 15% Single source.
Only one AI model returns this statistic from its training data. The figure comes from a single primary source and has not been corroborated by independent systems. Use with caution; cross-reference before citing.
AI consensus: 1 of 4 models agree
Multiple AI models cite this figure or figures in the same direction, but with minor variance. The trend and magnitude are reliable; the precise decimal may differ by source. Suitable for directional analysis.
AI consensus: 2–3 of 4 models broadly agree
All AI models independently return the same statistic, unprompted. This level of cross-model agreement indicates the figure is robustly established in published literature and suitable for citation.
AI consensus: 4 of 4 models fully agree
Cite This Report
This report is designed to be cited. We maintain stable URLs and versioned verification dates. Copy the format appropriate for your publication below.
Lars Eriksen. (2026, February 13). Irs Audit Statistics. Gitnux. https://gitnux.org/irs-audit-statistics
Lars Eriksen. "Irs Audit Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/irs-audit-statistics.
Lars Eriksen. 2026. "Irs Audit Statistics." Gitnux. https://gitnux.org/irs-audit-statistics.
Sources & References
- Reference 1IRSirs.gov
irs.gov
- Reference 2TIGTAtigta.gov
tigta.gov
- Reference 3GAOgao.gov
gao.gov
- Reference 4TAXPAYERADVOCATEtaxpayeradvocate.irs.gov
taxpayeradvocate.irs.gov
- Reference 5TREASURYtreasury.gov
treasury.gov
- Reference 6PROPUBLICApropublica.org
propublica.org
- Reference 7TAXNOTEStaxnotes.com
taxnotes.com
- Reference 8BIPARTISANPOLICYbipartisanpolicy.org
bipartisanpolicy.org
- Reference 9TAXPOLICYCENTERtaxpolicycenter.org
taxpolicycenter.org
- Reference 10CBPPcbpp.org
cbpp.org
- Reference 11ITEPitep.org
itep.org
- Reference 12NTUntu.org
ntu.org
- Reference 13VOXvox.com
vox.com
- Reference 14BROOKINGSbrookings.edu
brookings.edu
- Reference 15TAXFOUNDATIONtaxfoundation.org
taxfoundation.org
- Reference 16BLOOMBERGbloomberg.com
bloomberg.com
- Reference 17CBOcbo.gov
cbo.gov
- Reference 18WHITEHOUSEwhitehouse.gov
whitehouse.gov







