Burke is the oldest of nine children born to Donna and George Burke. Burke is Jewish on her mother's side, and has French, Irish, and Portuguese ancestry. She was born in Hartford, Connecticut and raised in Tucson, Arizona. She attended both Sahuaro High School and Palo Verde High School in Tucson where she was homecoming queen in 1989, and later studied broadcast journalism at UCLA.