After this Andrus continued his coaching career (which has extended to nearly three decades as of 2012) and advanced to head coaching at the collegiate level when he served as head coach at Rocky Mountain College for one season in 1996. For this he received the 1996 National Association of Intercollegiate Athletics (NAIA) Coach of the Year Award because of his efforts in restructuring a struggling program that had not won a game in four years. With Andrus at the helm, Rocky Mountain ended the season at 6–4 with their offense ranking first in the nation.