In all, Moore came in second at the World Championship five times but never took the crown. He did however win the National Pocket Billiards Championship held in Chicago at Bensinger's Billiards in 1958. The tournament was a challenge match, marathon straight pool race to 3,000 points between Moore and Luther Lassiter. It was a tight competition, with Lassiter leading at one point 1,800 to 1,512. Moore battled back and eventually won with a final score of 3,000 to 2,634.