Shepperd was born in Gladewater, a small town in Gregg County near the more populous county seat of Longview, to Alfred Fulton Shepperd and the former Berthal Phillips.
Shepperd rose to the top ranks of the Jaycees, or Junior Chamber of Commerce, having served as both state and national presidents of the organization.