Anderson's first full-time coaching job was as an assistant at Lafayette College under future Philadelphia Eagles General Manager Harry Gamble, whom he then followed to the University of Pennsylvania in 1970.
In 1984, he accepted the head coaching job at Rutgers where his six-year on-field record was 27-34-4.