Hancock was politically involved from a young age, serving as the president of the Progressive Conservative Association of Alberta's youth wing from 1974-1976.
Before being elected, Hancock was a partner with Matheson and Company, Barristers and Solicitors, having received his law degree from the University of Alberta.