Arthur Gooch may refer to:
- Arthur Gooch (footballer) (born 1931), former Australian rules footballer
- Sir Arthur Gooch, 14th Baronet (born 1937), English baronet and retired British Army officer
- Arthur Gooch (criminal) (died 1936), American criminal and the only person ever executed under the Lindbergh kidnapping law