Stand Labs
Pioneering research for a more resilient future.
Notes, datasets, and field guidance from the team turning physics, climate data, and home-level risk into better insurance decisions.
The Stand World Model
How high-fidelity physics and AI simulate cascading catastrophes across millions of assets.
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Latest from the lab
5 articles
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Team / Applied ScienceIntroducing Stand's Public STAC Catalog for Climate Data Commons
A standardized, scalable way to access the public climate data we rely on.
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Team / Applied ScienceIntroducing the Climate Data Commons
Making public climate data more usable - and more resilient.
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Team / Applied ScienceFire-Hazardous Vegetation
How property owners can identify and manage fire-hazardous vegetation.
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Team / LeadershipIntroducing Stand Labs
Pioneering science, insights, and solutions for a changing world.
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Team / Applied ScienceApplied Science at Stand
How our applied-science team turns physics into underwriting decisions.
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What we publish
Research that moves from model to market.
Physics at property scale
How fire, wind, terrain, vegetation, and structures interact around a single home.
Climate data infrastructure
How public datasets become reliable inputs for modeling, stewardship, and resilience work.
Mitigation guidance
How specific actions change modeled risk and make coverage more durable.
From the lab to the policy
This research powers every Stand quote.
The same physics, modeling, and field data we publish here is what underwrites homes much of the market still treats as unquoteable.