How can climate risk modeling strengthen resilience on the community and asset scale? This panel explores the integration of spatial data analysis with machine learning and other AI techniques for predictive modeling, building high-resolution models to gain insights into natural hazard predictions, and quantifying the impacts of extreme weather events.