Thought the development of the automobile industry has brought great benefits to people's lives, traffic accidents by inappropriate driving increase, and traffic accidents. Since elderly drivers are especially prone to accidents due to their reduced cognitive abilities, supporting for such drivers is necessary In this paper, we propose a model for predicting the driver's cognitive ability based on in-vehicle sensor data and the driver's head behavior.