 After working as a weaver in a cotton mill as a boy, Whittaker was educated at Burnley Municipal College and Sarisbury Court Church of England Teachers' Training College, Hampshire.He fought in the First World War.In 1921 he married Alice, daughter of Frank Marshall, and they had a daughter.