Municipal planning tool

    Estimate capacity released from road-hazard work.

    Use population to estimate the staff capacity tied to hazard triage and field verification. The model uses city 311 staffing proxies, road-hazard workload assumptions, and a field-audit capacity range.

    Research assumptions are visible No municipality records are used

    Start with population

    Your municipality

    Use a whole-number population. The page formats commas for readability.

    Planning case

    Estimated output

    What the model returns

    Enter a population above to calculate both capacity categories.

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    Triage capacity

    Report intake, classification, routing, and updates

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    Field-validation capacity

    On-site verification work before repair

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    Combined FTE-equivalent capacity

    Triage plus field-validation capacity

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    Estimated annual labor value

    Using $100,000 per fully-loaded FTE

    Population-tier guidance

    Your tier and its staffing caveat will appear after you enter a population.

    This model estimates FTE-equivalent capacity released or available for redeployment. It does not predict filled positions eliminated or guarantee savings.

    Selected formula

    Base case

    Triage

    Population ÷ 1,430,000 = ≈1 per 1,430,000 residents

    Field validation

    Population ÷ 605,000 = ≈1 per 605,000 residents

    Combined capacity adds the two FTE-equivalent estimates. Annual labor value multiplies that capacity by $100,000 per fully-loaded FTE.

    Use the estimate responsibly

    Capacity, not a termination promise.

    Municipalities commonly combine intake, field checks, repairs, and public-works administration. This calculator describes labor capacity that could be released, redeployed, or used to avoid future hiring after local measurement.

    A city-specific study should replace the population-only model before procurement, budget, or staffing decisions.

    Triage includes

    Receiving reports, classifying hazards, consolidating duplicates, routing work, and sending status updates.

    Field validation includes

    Physically checking a reported road hazard and documenting the finding before repair work is assigned.

    Excluded unless measured locally

    Repair crews, general public-works headcount, contractor capacity, emergency response, and work that still requires a human exception check.

    Next step

    Bring local workload data into the model.

    Review the evidence and measurement plan, then discuss a free 90-day municipal pilot with no credit card. Local report volume and staff time can replace the planning assumptions.