A running board assembly may include a motor which supplies power, a transmission which transmits the motor's power, a rack gear which is disposed lengthily in a transverse direction of a vehicle body such that one side thereof is connected to a body of a running board, and a motion control unit which transmits the power from the transmission to the rack gear such that a motion of the rack gear is controlled to allow a sliding motion and a pivot motion of the rack gear.