Koop was born on October 14, 1916 in Brooklyn, New York. He studied at Dartmouth College, at Cornell Medical College, and at the University of Pennsylvania. He was married to Betty Koop from 1938 until her death in 2007. Then he was married to Cora Hogue Koop from 2010 until his death in 2013. He had four children.