Guthrie was born in Florence, Alabama, the son of Carolyn P. (née Holt) and Lowell M. Guthrie. He earned his Bachelor of Science in mathematical economics from the U.S. Military Academy at West Point in 1987 and his Master's of Public and Private Management from Yale University in New Haven, Connecticut, in 1997.