Vance was a student at West Virginia University and a 1981 graduate of Oceana High School (West Virginia) in Wyoming County, where he was voted "most quiet" in his high school senior class.
Vance had a daughter, Amber, from a previous marriage, and was married to Lisa Selmon Vance at the time of his death.