Ralston was the head football coach at Utah State University (1959–1962), Stanford University (1963–1971), and San Jose State University (1993–1996). He also coached the Denver Broncos of the National Football League (NFL) from 1972 to 1976 and the Oakland Invaders of the United States Football League (USFL) in 1983.