Woodcock joined the Lancashire Constabulary as a Police cadet in 1947. Between 1950 and 1952 he served in the Special Investigation Branch of the Royal Military Police during the Korean War. He rejoined the Constabulary after the war rising to the rank of Chief Inspector by 1965.