Pattonsville, OhioPattonsville is an unincorporated community in Bloomfield Township, Jackson County, Ohio, United States. It is located east of Jackson at the intersection of Pattonsville Road and Goose Run Road, at.HistoryThe site was first surveyed by Joseph Hanna in the 1840s. The community was given its name because many "Pattons" lived there.