O'Connor was raised on a farm outside Gilgandra. He was educated at Gilgandra's St Joseph's Catholic Primary School by the Sisters of St Joseph (the 'black Joeys').
A rural upbringing outside Gilgandra shaped O'Connor, who attended St Joseph's Catholic Primary School in Gilgandra, taught by the Sisters of St Joseph, affectionately known as the 'black Joeys'.