The shooting happened around 8:00 a.m. in the 500 block of Geneva Avenue.
When police arrived they found the victim, a 20-year-old man. Police say the victim is a "John Doe" as they work to identify him.
The suspect was last see fleeing in a green BMW X5 SUV with a New York license plate.
Police say the suspect may have been wearing a green striped shirt.
The investigation continues.