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Nunn was born on 30 July 1957 in Wigston Magna, Leicestershire. From 1975 to 1979, he studied public administration at Leicester Polytechnic, graduating with a Bachelor of Arts (BA (Hons)) degree. He then worked for a year as a rent collector for the Housing Department of Wellingborough Borough Council in Northamptonshire.