O'Brien was born and raised in Montreal and holds British and Estonian citizenship, as well as Canadian.
O'Brien attended schools in Montreal and went on to Middlebury College in Vermont, where he received a BA degree in physics and economics and was a member of Middlebury's alpine ski team.