A computing device, a computer program product, and a computer-implemented method for utilizing predictive modeling in order to predict whether a driver of a vehicle is ultimately going to return to his/her house. If it is predicted that the driver is intending to return to his/her house, then an automatic action may be taken, such as opening a garage door to the house. A machine learning model may be added to the system to improve accuracy of the prediction.