McCullagh, a decorated regional amateur who turned pro in 2020, belongs to one of the most recognized boxing families in Belfast. His late grandfather Paul McCullagh coached Barry McGuigan, Hugh Russell and former junior-lightweight titlist Anthony Cacace. His father, also Paul, was a successful amateur fighter himself, and has since become a professional referee.