Private First Class Stacy was a member of the 7th Infantry Regiment, 3rd Infantry Division. He was Killed in Action while fighting the enemy in North Korea on 14 June 1953.

Stacy was awarded the Purple Heart, the Combat Infantryman Badge, the Korean Service Medal, the United Nations Service Medal, the National Defense Service Medal, the Korean Presidential Unit Citation and the Republic of Korea War Service Medal.