In 1996, Bishop became writer-in-residence at LaGrange College located near his home (built in the 1890s) in Pine Mountain, Georgia.
He and Jeri, former counselor at Rosemont Elementary School, have two grandchildren, Annabel and Joel, by their daughter Stephanie.