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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.
Min-ji Park. (2026, February 13). Black Marriage Statistics. Gitnux. https://gitnux.org/black-marriage-statistics
Min-ji Park. "Black Marriage Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/black-marriage-statistics.
Min-ji Park. 2026. "Black Marriage Statistics." Gitnux. https://gitnux.org/black-marriage-statistics.
Sources & References
- Reference 1PEWRESEARCHpewresearch.org
pewresearch.org
- Reference 2CDCcdc.gov
cdc.gov
- Reference 3CENSUScensus.gov
census.gov
- Reference 4IFSTUDIESifstudies.org
ifstudies.org
- Reference 5BROOKINGSbrookings.edu
brookings.edu
- Reference 6WONDERwonder.cdc.gov
wonder.cdc.gov
- Reference 7CDPHcdph.ca.gov
cdph.ca.gov
- Reference 8BJSbjs.gov
bjs.gov
- Reference 9MILITARYONESOURCEmilitaryonesource.mil
militaryonesource.mil
- Reference 10HISTORYhistory.com
history.com
- Reference 11MIGRATIONPOLICYmigrationpolicy.org
migrationpolicy.org
- Reference 12VAva.gov
va.gov
- Reference 13BLSbls.gov
bls.gov






