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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.
Marcus Engström. (2026, February 13). Race Statistics. Gitnux. https://gitnux.org/race-statistics
Marcus Engström. "Race Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/race-statistics.
Marcus Engström. 2026. "Race Statistics." Gitnux. https://gitnux.org/race-statistics.
Sources & References
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census.gov
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nces.ed.gov
- Reference 6RESEARCHresearch.collegeboard.org
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- Reference 7TICASticas.org
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- Reference 8NCSESncses.nsf.gov
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- Reference 10CRIME-DATA-EXPLORERcrime-data-explorer.fr.cloud.gov
crime-data-explorer.fr.cloud.gov
- Reference 11BOPbop.gov
bop.gov
- Reference 12BJSbjs.ojp.gov
bjs.ojp.gov
- Reference 13MAPPINGPOLICEVIOLENCEmappingpoliceviolence.org
mappingpoliceviolence.org
- Reference 14OJJDPojjdp.ojp.gov
ojjdp.ojp.gov
- Reference 15DEATHPENALTYINFOdeathpenaltyinfo.org
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- Reference 17NYCLUnyclu.org
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- Reference 18OPENPOLICINGopenpolicing.stanford.edu
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- Reference 19COUNCILONCJcounciloncj.org
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- Reference 20BLSbls.gov
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- Reference 21FEDERALRESERVEfederalreserve.gov
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- Reference 22FORTUNEfortune.com
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- Reference 23CNBCcnbc.com
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- Reference 24EXPERIANexperian.com
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- Reference 25FDICfdic.gov
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- Reference 26EPIepi.org
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- Reference 27NAPA-NETnapa-net.org
napa-net.org







