Graham is originally from Cumbernauld in Central Scotland, but now lives in Dalbeattie with his wife and two young children.

He works as a Solicitor with a local firm based in Kirkcudbright and is currently completing a PhD in Russian Studies part time at the University of Glasgow, where his research interests are in ethnic minority rights in the former Soviet Republics of Eastern Europe and the Caucasus.