Generating routes based on contextual risk includes receiving a destination and generating candidate routes to the destination from a designated location based on roadways available for routes and one or more fixed criteria. A contextual risk associated with each of the candidate routes is determined based on at least dynamic environmental attributes. The candidate routes are displayed on a map together with a representation of the determined contextual risk.