 He attended the common schools and Danville Academy, and later graduated from Lewisburg University, also known as Bucknell University in Lewisburg, Pennsylvania.He was principal of Sunbury Academy from 1860–1862.Wolverton studied law and was called to the bar in 1862; he began practising in Sunbury, Pennsylvania.