Development of a real-time prediction model of driver behavior at intersections using kinematic time series data.

•Connected autonomous vehicles need to predict models human driving behavior.•We develop a novel model to predict stopping at an intersection before a left turn.•Our model produces accurate predictions of turning behavior.•We consider tradeoffs between unnecessary stopping and risking crashes.