Response time distributions, why averages mislead, and the handful of measures that actually inform a deployment decision.
Your incident data can answer real deployment questions, but only if you know what the numbers are doing. Averages hide the tail that actually matters — a good average response time can conceal a district that is consistently poorly served. Reading distributions rather than means is the single most useful analytical habit for a chief.
If you read one thing on this subject, read this.
National fire statistics, run profiles and published analysis.
Why it matters
The national baseline to compare your own numbers against. A response time only means something next to a comparable one.
Filter and export national incident data directly.
What is above is the Hub’s framing and the best outside reading we could verify — useful on its own, and honest about being a starting point rather than the finished piece. If something here is wrong, or you know a better source, that is worth telling us before the long version is written.
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