The Tribune reports that 54-year-old Lionel "Ray" Fluker was not the target of the shooting and was driving home from the gym when he was shot.
A second man, who police believe was the intended victim, was critically wounded.
The shooting happened just after 10 p.m. Friday outside a gas station on Seminary Avenue and MacArthur Bouelvard.
No suspects are in custody and the motive for the shooting remains under investigation.