The shooting happened on the 1500 block of east Wadsworth Street at around 4:00 p.m.
According to officials, two men were fighting when one pulled a gun and opened fire.
Another man who happened into the fight was shot twice in the stomach and twice in the groin.
Police believe he may be an innocent bystander. He was transported to Chestnut Hill Hospital for treatment.
No arrests have been made.