Abstract: The disclosure includes systems and methods for identifying, using one or more processors, a set of properties that experienced hail damage; determining, using the one or more processors, a first set of features associated with each property in the set of properties, the first set of features including one or more hail features at a location of the property, one or more property features describing an associated property, and one or more damage values; training, using the one or more processors, a first damage severity model; and validating, using the one or more processors, the first damage severity model.

Abstract: The disclosure includes systems and methods for identifying, using one or more processors, a plurality of properties, including the first set of properties that experienced hail damage and the second set of properties that did not experience hail damage; determining, using the one or more processors, a location and the first set of features for each property in the plurality of properties; training, using the one or more processors, a first damage frequency model; and validating, using the one or more processors, the first damage frequency model.

Abstract: The disclosure includes systems and methods for receiving a location; determine a hail size associated with the location using a first hail model; determine a hail frequency associated with the location using a first hail frequency model; obtain first feature data associated with the location, the first feature data including the hail size associated with the location, the hail frequency associated with the location, and data describing a first set of features at the location; determine a damage frequency associated with the location by applying a first damage frequency model to the first feature data; obtain second feature data associated with the location, the second feature data including data describing a second set of features at the location; and determine a damage severity associated with the location by applying a first damage severity model to the second feature data.