Arthur Mueller "Joe" Pearce (28 January 1885 – 25 April 1915) was an Australian rules footballer who played with Melbourne in the Victorian Football League (VFL). Throughout his life, he was always known as "Joe". He was a member of the First AIF, and was killed in action whilst landing at Gallipoli, Turkey on 25 April 1915.