Ogilvie was born on February 22, 1923 in Kansas City, Missouri. He studied at Yale University. Ogilvie was married to Dorthy Shriver. They had no children. Ogilvie died on May 10, 1988 from a heart attack in Chicago, Illinois, aged 65.