Goodman was born in New York City to Flora and Solomon Goodman. He graduated from Brooklyn College and the University of Southern California (USC). He served in the U.S. Army from 1944 to 1946 during World War II. He was married to Evelyn Twersky and had two children, Nicholas, a producer, and Jody, a lawyer.