 Geist was born in Evanston, Illinois, the son of broadcast journalist Bill Geist and mother Jody Geist.Geist is the older brother of Libby Wildes, a documentary film producer.He is the great-grandson of Hockey Hall of Fame hockey player Herbie Lewis.