 Corkery was born in the city of Cork and educated at Presentation Brothers College before training as a teacher at St Patrick's College, Dublin.He taught at Saint Patrick’s School in Cork, but resigned from there in 1921 when he was refused the headmastership.Among his students there were writer Frank O'Connor and sculptor Seamus Murphy.