Systems and methods for predicting collision probabilities associated with roadway intersections

A method for predicting collision risk associated with a roadway intersection, the method comprising operating at least one processor to:

• receive map data and telematics data originating from telematics devices installed in a plurality of vehicles;
• identify, using the map data, one or more roadway intersections;
• determine, using the telematics data and/or map data, for each of the one or more roadway intersections, one or more roadway intersection metrics thereof;
• determine a hazard rating for each roadway of each roadway intersection based at least in part on a number of collisions that have occurred therealong within a selected time period;
• and
• generate a collision probability for each roadway intersection by inputting into a machine learning model the one or more roadway intersection metrics and the hazard rating of each roadway thereof, the collision probability representing a risk of collision for a vehicle traversing the intersection.

A non-transitory computer readable medium having instructions stored thereon executable by at least one processor to implement a method for predicting collision risk associated with a roadway intersection, the method comprising operating at least one processor to:

• receive map data and telematics data originating from telematics devices installed in a plurality of vehicles;
• identify, using the map data, one or more roadway intersections;
• determine, using the telematics data and/or map data, for each of the one or more roadway intersections, one or more roadway intersection metrics thereof;
• determine a hazard rating for each roadway of each roadway intersection based at least in part on a number of collisions that have occurred therealong within a selected time period;
• and
• generate a collision probability for each roadway intersection by inputting into a machine learning model the one or more roadway intersection metrics and the hazard rating of each roadway thereof, the collision probability representing a risk of collision for a vehicle traversing the intersection.