It happened around 12:20 Saturday morning near the intersection of Emerald and East Cumberland streets.
Authorities say the woman was approached by two males who demanded money from her.
During the robbery, the 28-year-old victim was shot twice in the back. She was taken to Temple University Hospital in stable condition.
Police are still searching for both suspects.