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ZENODO
Preprint . 2025
Data sources: ZENODO
ZENODO
Preprint . 2025
Data sources: Datacite
ZENODO
Preprint . 2025
Data sources: Datacite
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Physical Risk Pricing: Turning Wildfire Physics Into Insurance-Grade Metrics

Authors: Achyuta, Sesha;

Physical Risk Pricing: Turning Wildfire Physics Into Insurance-Grade Metrics

Abstract

Over the last decade, wildfire damage in the U.S. alone exceeded $97B, with global insured losses approaching $450B. Traditional catastrophe models rely on coarse meteorology, historical averages, and delayed reporting — resulting in inaccurate underwriting and massive premium distortions. FinancialMachine introduces physics-driven, real-time wildfire risk quantification using spectroscopic fuel chemistry, heat-stress signatures, early dehydration physics, and FireOps telemetry. This creates an insurance-grade risk signal that is objective, continuous, and impossible to fake.

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    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
Green