Private Spencer was a member of the 31st Infantry Regiment, 7th Infantry Division. He was Killed in Action while fighting the enemy in North Korea on 10 June 1953.

Spencer 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 Republic of Korea War Service Medal.