Mapped built infrastructure over time using freely-available remote sensing data and open-source cloud computing software

• Demonstrated that residential and commerical infrastructure can be differentiated between using a fusion of Sentinel-1 radar and Sentinel-2 multispectral imagery

Critically reviewed wildland-urban interface (WUI) conceptualizations in the context of wildfire risk management

• WUI maps do not define wildfire risk, but they are often used to influence wildfire risk management

Explored wildfire ignition causes across public lands using fire datasets such as Fire Progam Analysis Fire-Occurence Database (FPA FOD)

• Ignitions on public lands managed by the Bureau of Land Management have increased significantly over time, but this increase is predominantly due to human-caused ignitions