 His father had served as a Deputy Speaker of the House of Commons.Arthur was the eldest of four children, the others being Henry John Hope, 3rd Baron Rankeillour (1899–1967), Joan Mary Hope, and Richard Frederick Hope (1901–1964).Hope was educated at The Oratory School and at Sandhurst.