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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 Afolabi. (2026, February 13). Private K-12 Education Industry Statistics. Gitnux. https://gitnux.org/private-k-12-education-industry-statistics
Marcus Afolabi. "Private K-12 Education Industry Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/private-k-12-education-industry-statistics.
Marcus Afolabi. 2026. "Private K-12 Education Industry Statistics." Gitnux. https://gitnux.org/private-k-12-education-industry-statistics.
Sources & References
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nces.ed.gov
- Reference 2PRIVATESCHOOLREVIEWprivateschoolreview.com
privateschoolreview.com
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capenet.org
- Reference 4EDWEEKedweek.org
edweek.org
- Reference 5IIEiie.org
iie.org
- Reference 6NHERInheri.org
nheri.org
- Reference 7NAISFORYOUnaisforyou.org
naisforyou.org
- Reference 8BOARDINGSCHOOLREVIEWboardingschoolreview.com
boardingschoolreview.com
- Reference 9NCEAncea.org
ncea.org
- Reference 10EDREFORMedreform.com
edreform.com
- Reference 11EDCHOICEedchoice.org
edchoice.org
- Reference 12BUSINESSINSIDERbusinessinsider.com
businessinsider.com
- Reference 13ACTact.org
act.org
- Reference 14MONTESSORImontessori.org
montessori.org
- Reference 15WALDORFEDUCATIONwaldorfeducation.org
waldorfeducation.org
- Reference 16NACACNETnacacnet.org
nacacnet.org
- Reference 17SOCIETYFORSCIENCEsocietyforscience.org
societyforscience.org
- Reference 18IBOibo.org
ibo.org
- Reference 19COLLEGEBOARDcollegeboard.org
collegeboard.org
- Reference 20IBISWORLDibisworld.com
ibisworld.com
- Reference 21K12k12.com
k12.com
- Reference 22STATISTAstatista.com
statista.com
- Reference 23FRANCHISETIMESfranchisetimes.com
franchisetimes.com
- Reference 24HOLONIQholoniq.com
holoniq.com
- Reference 25BLSbls.gov
bls.gov







