Mulloy earned a BA in anthropology from the University of Utah, where he had distinguished himself both in the classroom and on the wrestling team.
After World War II ended, Mulloy returned to graduate studies in Chicago with his wife, Emily, and their infant daughter Kathy, who was born in 1945.