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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.
Margot Villeneuve. (2026, February 13). Elderly Scams Statistics. Gitnux. https://gitnux.org/elderly-scams-statistics
Margot Villeneuve. "Elderly Scams Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/elderly-scams-statistics.
Margot Villeneuve. 2026. "Elderly Scams Statistics." Gitnux. https://gitnux.org/elderly-scams-statistics.
Sources & References
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consumer.ftc.gov
- Reference 2FBIfbi.gov
fbi.gov
- Reference 3AARPaarp.org
aarp.org
- Reference 4FTCftc.gov
ftc.gov
- Reference 5IC3ic3.gov
ic3.gov
- Reference 6BBBbbb.org
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- Reference 7NCOAncoa.org
ncoa.org
- Reference 8LONGEVITYlongevity.stanford.edu
longevity.stanford.edu
- Reference 9JUSTICEjustice.gov
justice.gov
- Reference 10TRUELINKFINANCIALtruelinkfinancial.com
truelinkfinancial.com
- Reference 11FINRAfinra.org
finra.org
- Reference 12FILESfiles.consumerfinance.gov
files.consumerfinance.gov
- Reference 13CMScms.gov
cms.gov
- Reference 14IRSirs.gov
irs.gov
- Reference 15NAAGnaag.org
naag.org
- Reference 16REPORTFRAUDreportfraud.ftc.gov
reportfraud.ftc.gov
- Reference 17CONSUMERFINANCEconsumerfinance.gov
consumerfinance.gov







