The son of Francis Butters and Beatrice Crisp Butters, McGraw was born in Des Moines, Iowa. (A newspaper article published in 1951 says of McGraw, "He was born in New York City, but his parents moved to Akron, Ohio, when he was five years old.") In January 1932, he graduated from high school, later attending college for one semester.