Moore was the head college football coach for the Allegheny Gators located in Meadville, Pennsylvania. He held that position for 4 seasons, from 1954 until 1957. His coaching record at Allegheny was 11 wins, 19 losses and 2 ties. As of the conclusion of the 2010 season, this ranks him #11 at Allegheny in total wins and #22 at the school in winning percentage ().