 Pancoast was born of Quaker parentage at Springfield Township, Burlington County, New Jersey, the son of John Pancoast (1771 – 1841) and Ann Abbott, his wife.Joseph Pancoast married Rebecca Abbott.In 1828, Pancoast was awarded a degree in medicine by the University of Pennsylvania School of Medicine, Philadelphia, Pennsylvania.