Presently, internal Ginnie Mae risk models implicitly capture and address the impact of historical natural disasters on issuers, pooled loans, and non-pooled assets. Ginnie Mae recognizes the backward-looking nature of underwriting tools, such as flood maps, that may no longer be effective predictors of natural disasters. Based on research of regulatory guidance and industry practices on climate risk modeling, Ginnie Mae is developing a framework to incorporate physical risk exposure analysis and forward-looking climate risk modeling into its enterprise risk analysis framework. Collaboration with regulators, industry groups, and ESG specialists will inform the development and implementation of the framework.