Wildfire Risk Modeling

The wildfire models carriers relied on five years ago are materially underestimating today's risk.

Historical wildfire frequency and loss data was collected during a period of lower fuel accumulation, different development-wildland interface patterns, and a climate baseline that no longer holds. Models calibrated to that history are structurally unable to price current risk accurately.

The rebuilding effort involves integrating satellite-derived fuel load data, high-resolution terrain and wind modeling, ember transport simulation, and structure-level vulnerability assessments based on building materials and defensible space. The result is a fundamentally different risk picture than historical data alone could produce.

Carriers that have invested in next-generation wildfire models are making meaningfully different underwriting decisions in the Western U.S. -- including writing policies that competitors are declining when the granular risk data supports it.

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Wildfire Risk Modeling
P&C Insurance System Overlay

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