Stevenson participated at the 1982 World Amateur Boxing Championships in Munich, but lost to the eventual silver medalist and future professional world champion Francesco Damiani from Italy. This fight ended an eleven-year unbeaten run by Stevenson and was the only occasion that he did not win the gold medal at the World Championships when he entered the competition.