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, Ottoman Turkey on 25 April 1915, during the Gallipoli campaign. His 152 League games became the most of any VFL player killed in World War I.