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Pool Cleaning & Maintenance input evidence register

43 financial inputs with their assumptions, calculation bases and cited sources.

Read the supported claim, observation period, geography and units together. A source access date records when it was consulted. A model assumption identifies a selected amount or target; a calculated result follows from those inputs and does not establish observed demand or a quoted opening budget.

Case updated October 19, 2026. These notes accompany the complete case methodology and source register.

Dataset use notice: no Creative Commons license or DOI is asserted. Referenced material remains subject to its publisher’s terms.

These notes explain the opening budget, annual forecast and calculator assumptions. Linked sources provide the support described in each note; they do not necessarily confirm the selected amounts. Check scenario assumptions against local quotes and operating records.

  • Model assumption

    Applies to: Total opening budget · Lower opening budget · Upper opening budget · Two used compact service vehicles and initial upfit · Cleaning poles, vacuums, test kits and route tools · Chemical storage, spill control, PPE and opening inventory · Licenses, training, insurance and deposits · Route software, website, phones and launch materials · Working-capital reserve

    Authored two-route opening allocation. Current test-kit and software prices plus licensing and chemical-safety sources inform category selection but do not verify vehicle, storage, insurance or reserve amounts. The low and high cases describe different launch formats.

  • Model assumption

    Applies to: Revenue (Years 1–5)

    Authored active-account path. Year three is 140 accounts × $210 per month × 12. Vendor menus bracket recurring service formats but do not establish this route's fee, account count or retention.

  • Model assumption

    Applies to: Chemicals, route fuel, card fees and service supplies (Years 1–5)

    Authored 18% sales-linked share for chemicals, route fuel, payment fees and service supplies. Replace it with purchases, miles, callbacks and fees by cohort.

  • Model assumption

    Applies to: Owner-manager and pool technician payroll (Years 1–5)

    Authored paid working-owner and technician schedule with employer-cost allowance. National occupation pay and federal payroll-tax components are context only.

  • Model assumption

    Applies to: Vehicle, storage, insurance, software, marketing and other overhead (Years 1–5)

    Authored annual vehicle, storage, insurance, software, marketing and administration schedule. It is not a local quote or cash-flow forecast.

  • Model assumption

    Applies to: Retained weekly service-visit equivalent (base scenario) · Retained weekly service-visit equivalent (lower sensitivity) · Retained weekly service-visit equivalent (upper sensitivity) · Completed routine visits per field day across both routes (base scenario) · Completed routine visits per field day across both routes (lower sensitivity) · Completed routine visits per field day across both routes (upper sensitivity) · Trading days per week (base scenario) · Trading days per week (lower sensitivity) · Trading days per week (upper sensitivity) · Monthly fixed operating costs · Contribution margin · Opening sales as a share of mature volume · Monthly increase toward mature volume · Forecast horizon (months)

    Authored operating bridge. $210 monthly × 12 ÷ 52 = $48.461538 per weekly visit equivalent; 28 visits/day × 5 days × 52 weeks reconciles to about $352,800. Contribution, density and ramp remain assumptions.

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