We find that drivers’ choice of the interaction modality is associated with the driving scenarios. Specifically, drivers prefer voice-controlled systems (VCS) when they are driving alone, driving on highways, and driving in an environment with high traffic complexity. Further, drivers have different preferences of interaction modalities for different tasks: when tasks are more distracting and more time-demanding, drivers prefer VCS over manual interactions