Related reading
Annual Statistics
Annual Statistics Interpretation
Cause-Specific Statistics
Cause-Specific Statistics Interpretation
Demographic Statistics
Demographic Statistics Interpretation
Geographic Statistics
Geographic Statistics Interpretation
Trend and Comparative Statistics
Trend and Comparative Statistics Interpretation
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.
Ryan Townsend. (2026, February 13). Firefighter Lodd Statistics. Gitnux. https://gitnux.org/firefighter-lodd-statistics
Ryan Townsend. "Firefighter Lodd Statistics." Gitnux, 13 Feb 2026, https://gitnux.org/firefighter-lodd-statistics.
Ryan Townsend. 2026. "Firefighter Lodd Statistics." Gitnux. https://gitnux.org/firefighter-lodd-statistics.
Sources & References
- Reference 1USFAusfa.fema.gov
usfa.fema.gov
- Reference 2NFPAnfpa.org
nfpa.org
- Reference 3CDCcdc.gov
cdc.gov
- Reference 4NWCGnwcg.gov
nwcg.gov







