Private Bailey was a member of the 31st Infantry Regiment, 7th Infantry Division. He was seriously wounded by the enemy in North Korea on 9 March 1953 and died of those wounds the following day.

Bailey was awarded the Purple Heart, the Combat Infantryman Badge, the Korean Service Medal, the United Nations Service Medal, the National Defense Service Medal and the Korean War Service Medal.