The shooting happened in the early morning hours of December 7 in the 2100 block of Ridge Avenue.
Police say the victim was looking through the truck of his SUV when he was shot four times.
Another man riding a bike saw the victim lying in the street and called 911.
Surveillance video shows the suspect entering the Harrison Plaza Housing Development after the shooting.
Police believe the suspect may live somewhere in the area.
He's described as a man between 20 and 30 years of age with a beard and short, cropped hair.