Mumford was born on August 28, 1942, in Louisville, Kentucky. He did his undergraduate studies in agriculture at the University of Kentucky, graduating in 1966. He then earned a master's degree from the University of Texas School of Public Health in 1971 and finished a doctorate from the same institution in 1975.
