 O'Day also led installation of massive spans of pipeline that brought crude from the oil fields to refiners along the Eastern Seaboard, making it easier to refine crude for shipment to markets in Europe.In 1901, he married future Democratic politician Caroline Love Goodwin O'Day in New York.They remained married until his death in 1916.