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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.
Helena Kowalczyk. (2026, February 13). Bachelor Degree Statistics. Gitnux. https://gitnux.org/bachelor-degree-statistics
Helena Kowalczyk. "Bachelor Degree Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/bachelor-degree-statistics.
Helena Kowalczyk. 2026. "Bachelor Degree Statistics." Gitnux. https://gitnux.org/bachelor-degree-statistics.
Sources & References
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nces.ed.gov
- Reference 2OPENDOORSDATAopendoorsdata.org
opendoorsdata.org
- Reference 3NSCRCnscrc.org
nscrc.org
- Reference 4BLSbls.gov
bls.gov
- Reference 5GEORGETOWNgeorgetown.edu
georgetown.edu
- Reference 6NACEWEBnaceweb.org
naceweb.org
- Reference 7STRADAEDUCATIONstradaeducation.org
stradaeducation.org
- Reference 8FEDERALRESERVEfederalreserve.gov
federalreserve.gov
- Reference 9CENSUScensus.gov
census.gov
- Reference 10BURNING-GLASSburning-glass.com
burning-glass.com
- Reference 11NEWYORKFEDnewyorkfed.org
newyorkfed.org
- Reference 12PEWRESEARCHpewresearch.org
pewresearch.org
- Reference 13EDUCATIONDATAeducationdata.org
educationdata.org
- Reference 14RESEARCHresearch.collegeboard.org
research.collegeboard.org
- Reference 15EDed.gov
ed.gov
- Reference 16SAVINGFORCOLLEGEsavingforcollege.com
savingforcollege.com







