 O'Leary founded a convent in 1916 when the Sisters of St. Martha of Prince Edward Island was established.In 1919, during his tenure, St. Dunstan's College, which had been started years ago by Bishop Bernard McDonald on the closure of St. Andrew's College, became a university with the power to grant its own degrees.The first fundraising for the university raised over $40,000.