Joseph was born in 1762. Joseph's father was Joseph McGehee and his mother was Mary Chiles. His paternal grandparents were James MackGehee and Rebecca Prewitt. He had three brothers named Henry, John and Francis. He was the second youngest of the four children. He died at the age of 68 in 1830.