McCoy is the brother of Penny McCoy, the bronze medalist in the women's slalom at the 1966 World Championships. Their father is Dave McCoy (b. 1915), the founder of Mammoth Mountain Ski Area in California, and the family of six children was raised in nearby Bishop.