 Bailey was born in Somers Town, London, and during World War II was conscripted to work in the coal mining industry as a Bevin Boy.In 1947 he began his career with the Metropolitan Police.The hunt for the Cannock Chase murderer was led by Bailey, Staffordshire’s assistant chief constable at the time.