Shoeless Joe Jackson

One of the most divisive figures in MLB history, Jackson might be best known for being accused of fixing the 1919 World Series. His guilt has since been disputed, and no one really knows if he was guilty or not. Regardless, he still belongs on this list. Jackson has the third highest average in MLB history at .356. Jackson also hit .408 in his rookie year in 1911, which is still the record for a rookie.