Police said the woman was approached by a gunman at the intersection of Pico and Redondo boulevards around 8 p.m.
The victim told police she was shot in the back as she tried to escape.
She drove a few miles to Fairfax and Venice boulevards where she pulled over and called 911.
Police reportedly have a description of the suspect and are now actively searching for him.