The 6’2″ 180-lb Anderson spent his most productive years with Buffalo of the Federal League, going 13-16 in 1914 and 19-13 in 1915. He had an 8-8 mark for the NL champion 1917 Giants, with a 1.44 ERA. He had three saves in 1918 to tie for the NL lead.
