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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). Average American Financial Statistics. Gitnux. https://gitnux.org/average-american-financial-statistics
Lars Eriksen. "Average American Financial Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/average-american-financial-statistics.
Lars Eriksen. 2026. "Average American Financial Statistics." Gitnux. https://gitnux.org/average-american-financial-statistics.
Sources & References
- Reference 1CENSUScensus.gov
census.gov
- Reference 2BLSbls.gov
bls.gov
- Reference 3NCESnces.ed.gov
nces.ed.gov
- Reference 4NERDWALLETnerdwallet.com
nerdwallet.com
- Reference 5GLASSDOORglassdoor.com
glassdoor.com
- Reference 6FEDERALRESERVEfederalreserve.gov
federalreserve.gov
- Reference 7CNBCcnbc.com
cnbc.com
- Reference 8BANKRATEbankrate.com
bankrate.com
- Reference 9BEAbea.gov
bea.gov
- Reference 10FOOLfool.com
fool.com
- Reference 11FDICfdic.gov
fdic.gov
- Reference 12EXPERIANexperian.com
experian.com
- Reference 13LENDINGTREElendingtree.com
lendingtree.com
- Reference 14EDUCATIONDATAeducationdata.org
educationdata.org
- Reference 15NEWYORKFEDnewyorkfed.org
newyorkfed.org
- Reference 16URBANurban.org
urban.org
- Reference 17CONSUMERFINANCEconsumerfinance.gov
consumerfinance.gov
- Reference 18CMScms.gov
cms.gov
- Reference 19EIAeia.gov
eia.gov
- Reference 20USDAusda.gov
usda.gov
- Reference 21AAAaaa.com
aaa.com
- Reference 22REVIEWSreviews.org
reviews.org
- Reference 23VANGUARDvanguard.com
vanguard.com
- Reference 24FIDELITYfidelity.com
fidelity.com
- Reference 25SSAssa.gov
ssa.gov
- Reference 26NAPA-NETnapa-net.org
napa-net.org
- Reference 27ICIici.org
ici.org
- Reference 28IMMEDIATEANNUITIESimmediateannuities.com
immediateannuities.com
- Reference 29MORNINGSTARmorningstar.com
morningstar.com







