Mitchell was educated at Strathpine West State School and St Patrick's College, Shorncliffe and played his junior rugby for the Pine Rivers Pumas Rugby Union club, going on to play rugby for University of Queensland Rugby Club. Mitchell went on to captain the Queensland Academy of Sport U-19 team as well as going on to be an Australian Schoolboy and Sevens international.
