Ms O'Hanlon was born Margaret Joan D'Arcy in Dungannon. She is the sixth of nine children (five brothers and three sisters) born to Martin and Rosemary D'Arcy. Growing up, young Margaret excelled in the performing arts, and played piano for then-President Séan Donovan in 1968. She states this visit to the Áras as the even which first interested her in politics.