Abstract: System and methods of automatically assessing power outage risks using geospatial data are provided. For example, a computing device may obtain geospatial data for an area, and may generate classification data based on classifying a plurality of points of the geospatial data. The computing device may also generate a plurality of segments of the area based on the classification data, where each of the plurality of segments includes a subset of the plurality of points. The computing device may also determine an impact value for each of the plurality of points based on the classification data. Further, the computing device may determine an attribute value for each of the plurality of segments based on the impact values of the corresponding subset of the plurality of points. In some examples, the computing device determines a risk value for a classified point based on one or more segment attribute values.