Studying driver and driving behavior of an individual or a group of individuals is highly relevant for the development of Advanced Driver Assistance Systems (ADAS) and the development of semi to fully autonomous driving systems. However, the concept of driver or driving behavior is not very clear in the literature. In this paper, a systematic review process is performed to understand how concepts on driver and driving behavior are defined. As result of the review, a structure on how concepts are being formulated is identified and a ranking and trend of the most relevant concepts and driving events used to characterize driving behavior is presented. A graph database was used to represent the identified structure, allowing to instantiate relevant associations between concepts and driving events resulting from the review. A set of research questions were formulated and answered to increase the understanding on driver and driving behavior.