Residential Pool Construction

What it covers

Residential pool permits cover in-ground and above-ground swimming pools, spas, and hot tubs at single-family and residential properties — the pool shell, decking, the required safety barrier or fencing, and the electrical and plumbing pulled under the pool permit. Distinct from commercial_pool (hotel, club, fitness, and municipal aquatic facilities), which follows different code-review and inspection tracks. A leading signal for pool builders and contractors, and for equipment and finish suppliers — pumps, heaters, filters, liners, and automation — tracking new-pool starts and spa installs market by market.

How a permit lands in Residential Pool Construction.

Every silver permit flows through a two-stage classifier. The deterministic stage maps the structured signals — work_class, the normalized permit type, and the building sub-type — into the segment vocabulary where the mapping is unambiguous. The machine-learning stage handles the cases that aren't direct lookups: multi-vocab permit-type strings, ambiguous occupancy spans, and jurisdictions that bundle categories. The segment is the classifier's output, the same axis across every metro — so residential_pool means the same thing in NYC as in LA even though the upstream jurisdictions emit completely different raw permit-type strings.

When the signal genuinely isn't there, we say so. A row with no assignable segment degrades honestly — to its work-nature, then to its raw source type, and only to “Unclassified” when truly nothing is known. We never guess a segment to fill a gap; an honest Unclassified is the floor, and field-level data-quality flags surface when the classifier had low confidence. That restraint is the point — the classification is only worth selling on if the “don't know” is honest.

Residential Pool Construction by metro — where it’s moving

Where residential pool construction permits are classified today, ranked by volume — with each metro’s momentum (the last 90 days vs the prior 90) so you can see where the segment is heating up in your territory. Momentum shows only where we have enough filings to stand behind it. Metros with recent activity link straight into the live browse.

• Phoenix →+36%85K
• Los Angeles →-15%54K
• Miami →+6%19K
• Charlotte+40%4,529
• San Antonio →withheld794
• Louisville →+18%575
• Atlanta+15%523
• Philadelphia-60%206
• Austin30
• Spokane County28

Who tracks Residential Pool Construction.

Residential Pool Construction is a sales-intelligence segment for manufacturers and distributors selling into residential remodels and new homes. Filter it by metro, rank the contractors pulling these permits, and see the projects worth selling into — the same way across every covered market.