 Dover, who is Jewish, was born in Chicago, Illinois to parents Heb and Jean Dover.He was given a horse for his Bar Mitzvah at 13 and was active in Pony Club, graduating at "A" level, the highest level.He decided to specialize in dressage when he was 19.