Day was born in Nyack Hospital to Edwin and Jean Day and raised in New City, NY.
While at Yale, he was active in the Yale Political Union, helped organize the Army ROTC company for the southern tier of Connecticut and served as its first cadet commander, and spent a month-long rotation with the 1-15th Field Artillery at Camp Hovey, South Korea.