O'Rourke grew up on the west side of Providence, Rhode Island, enlisted in the Marines at age seventeen, served in a rifle company in the Second Marine Division and as a guard at the Naval Prison in Portsmouth, New Hampshire, and graduated from Providence College in 1966, where he was co-captain of the baseball team. O'Rourke has been a self employed insurance agent for over twenty five years.