Hollywood Park is part of the neighborhood that's called North Park on the city's official list of 77 community areas.

Chicago's Hollywood Park neighborhood covers the area bounded by Bryn Mawr Ave (5600 N) on the south, Peterson Ave (6000 N) on the north, from the North Channel of the Chicago River west to Central Park (3600 W), in ZIP code 60659.