The driver of the car fled after the crash on Crookes Road, near Roslin Road.
South Yorkshire Police officers alerted to the crash on Saturday morning found the car dumped at the side of the road and the driver nowhere in sight.
Arrangements were made for the car to be recovered and the barrier repaired.Anyone with information should call South Yorkshire Police on 101.