 Hancock was selected by the Kansas City Chiefs in the first round (11th overall) of the 1982 NFL Draft.During his rookie year, he scored his first touchdown on a 41-yard reception in the Chiefs' 26–13 loss to San Francisco.His 609 kickoff return yards in 1982 included a long of 68 yards, and his 103 punt return yards included a long of 30 yards.