A descendant of an ancient Welsh family, Sir Richard was a landed gentleman of Buckinghamshire, the son of Sir Geoffrey Pole of Worrell, Cheshire, and of Wythurn in Medmenham, Buckinghamshire (1431 - 1474 / 4 January 1479, interred in Bisham Abbey).