As Josephs Father is shown as John Jones on the Marriage certificate of Joseph/Josiah & Sarah Ann

1861 Census
Head - John Jones 60, Berry Hill
Wife - Ann 47, East Dean
Son - Enoch 16, Newland
Daug - Esther 14, East Dean
Son - James 12, East Dean
Son - George 9, East Dean
Son - John 7, East Dean
Son - Joseph 5, East Dean
SOURCE RG9/1754, Folio 123, Page 4

1871 Census - not yet found - Help

1876 Marriage

1881 Census - agree with your findings, living in Yorkshire with children Elizabeth & William