It happened shortly before 7:00 p.m. near 32nd Street and Allegheny Avenue.
Police say the woman was walking in the area when someone opened fire.
The woman was grazed in the head.
She was rushed by medics to Temple University Hospital for care.
The suspected shooter fled the scene.