Chiat was born in the Bronx in New York City and grew up in Fort Lee, New Jersey. He attended Rutgers College, graduating in 1953 and was inducted in its Hall of Distinguished Alumni in 2000. As an adult he shortened his legal name to Jay Chiat. He served in the United States Air Force.