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Educated at Repton School and later attending Trinity College, Oxford, Pedder made his debut in minor counties cricket for Norfolk against Cambridgeshire in the 1913 Minor Counties Championship, with him making a further appearance in that season against Glamorgan.
His uncle Adrian Cade also played List-A cricket for Huntingdonshire, as well as for Cambridgeshire.
Latham's son Patrick Latham has played List A and Minor Counties cricket for Cambridgeshire and had second eleven matches in 1998 for both Durham and Somerset.