It happened around 5:10 p.m. on the 3900 block of Olive Street.
Police say a 19-year-old man was shot several times to his body. He was transported to an area hospital where he later died.
Witnesses were unsure if the victim was watching or playing the game.
No arrests have been made.
Anyone with any information is asked to call police at 215-686-TIPS.