Data coverage diagnostic — not an access score or swim-desert ranking The current provider and pool files are not complete inventories. A low WWK count cannot show that families lack lessons or pools.
Why publish this? It makes the missing data visible before WWK produces thousands of county pages or labels a community. The pilot joins Census youth population with locations currently present in the WaterWiseKids school directory and starting pool list. Those WWK lists are not complete inventories, so the counts measure WWK data coverage, not all real-world access.

Pilot coverage diagnostics

Monmouth County, NJ

134,746
people under 18 · 2024 ACS 5-year estimate (MOE ±52)

2 WWK directory location(s) assigned through dominant-land-area ZCTA mapping; 0 WWK pool-list venue(s).

  • British Swim School at LA Fitness Howell
  • Goldfish Swim School - Middletown

The current WWK snapshot contains two geocoded lesson locations and no pool-list venue assigned to this county. This is evidence of incomplete WWK coverage, not evidence that Monmouth County has only two lesson providers or no public pools.

Ocean County, NJ

163,366
people under 18 · 2024 ACS 5-year estimate (MOE ±85)

2 WWK directory location(s) assigned through dominant-land-area ZCTA mapping; 0 WWK pool-list venue(s).

  • British Swim School at LA Fitness Brick
  • British Swim School at LA Fitness Toms River

The current WWK snapshot contains two geocoded lesson locations and no pool-list venue assigned to this county. Both observed schools share ownership with WWK, so this snapshot is materially incomplete and cannot support an access ranking.

Philadelphia County, PA

334,799
people under 18 · 2024 ACS 5-year estimate (MOE ±53)

1 WWK directory location(s) assigned through dominant-land-area ZCTA mapping; 0 WWK pool-list venue(s).

  • British Swim School at LA Fitness Cheltenham

The current WWK snapshot contains one geocoded lesson location and no pool-list venue assigned to this county. The observed school shares ownership with WWK, so this snapshot is materially incomplete and cannot support an access ranking.

Why no access score appears

A defensible access measure needs verified year-round providers, actual travel time, prices, scholarships, and a documented completeness audit. These gates have not passed:

No county page is generated until its minimum data threshold passes. Drowning-rate fields will also follow CDC small-number suppression rules before publication.

Methods and sources

Ownership and sampling bias

WaterWiseKids and British Swim School businesses serving the Jersey Shore and Northwest Philadelphia share common ownership. That relationship is especially material in this pilot because several observed listings are affiliated schools. See the full ownership disclosure. Affiliated locations receive no score or preferential treatment; no score is published at all in this pilot.

Download the pilot JSON under CC BY 4.0. Last verified 2026-11-11; review due 2027-02-09.

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