It happened around 11:15 p.m. Saturday along the 200 block of West Spencer Street.
Authorities say when they arrived to the scene they saw a yellow car speeding away from the area.
It was stopped near Jefferson Einstein Hospital, and a woman was inside with a gunshot wound to the right arm.
She is listed in stable condition.
Police found a shell casing and blood at the scene, but have no suspects.