Private First Class Burke was a member of the 279th Infantry Regiment, 45th Infantry Division. He was Killed in Action while fighting the enemy in North Korea on 22 September 1952.

Burke was awarded the Purple Heart, the Combat Infantryman's 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.