The Roof Age Problem: What Permit Data Reveals About America's Rooftops
Shovels analyzed 4.6 million roofing permits to show where roofs are being replaced, how storm patterns drive replacement cycles, and why permit data closes the gaps that aerial imagery and self-reported dates can't fill for P&C insurers.
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