Dugoni grew up in San Francisco as one of three children of Arthur B. and Lina Dugoni, who were immigrants from Italy.
He graduated as valedictorian from St. James High School in San Francisco, which later merged with St. Ignatius, and then began college at the age of 17 at the University of San Francisco.