The winner receives the Kenesaw Mountain Landis Memorial Baseball Award . The award is named in honor of the first MLB commissioner . The winner receives the Kenesaw Mountain Landis Memorial Baseball Award , which is named in honor of the first MLB commissioner , who served from 1920 to 1944 .