Why the difference between self-driving and autonomous vehicles really matters. By Ryan Bubear: Columnist on 9 July, 2015. According to the Oxford Dictionary, the adjective âautonomousâ describes something â in our case, a motor vehicle â that has âthe freedom to govern itself or control its own affairsâ.