The First Street Foundation have already demonstrated the value of understanding climate risk with their first Flood Risk tool, and have now developed a Fire Risk tool to do the same. These tools are effective for long-term planning purposes as well as near-term strategies in order to develop resource adaptations and manage emergency response... saving ecology and lives. Computer modeling and satellite data both have blind spots and require in-situ observations in order to calibrate and validate data sets in order to effectively mitigate risk, and as much in-situ local area data are needed as possible to do this. Until that future exists, understanding the localized risks faced by people is a key requirement and both of these tools provide an excellent viewpoint. https://www.nytimes.com/interactive/2022/05/16/climate/wildfire-risk-map-properties.html