Jay Gerber's brother was the late Roy Gerber, an agent and talent manager who served as the inspiration for the character of Oscar Madison in Neil Simon's The Odd Couple. His nephew is film and TV producer Bill Gerber (Gran Torino). He is father of Andrew Gerber, grandfather of Miles Gerber.