 He was runner-up behind John Edmonds in the election for general secretary of the GMB in 1985.The GMB merged with APEX in 1989 for form the GMB Union, and Burlison served as deputy general secretary of the merged union from 1991 to 1996.He was also treasurer of the Labour Party from 1992 to 1996.