System and methods are provided for predicting occupancy of a parking area. A request is received for data relating to occupancy of the parking area. One or more entities within a first predefined distance of the first parking area are identified. Activity classification codes for each of the one or more entities are identified. A predicted occupancy for the parking area is calculated as a function of the activity classification codes. The predicted occupancy for the parking area is transmitted.