Irish potato candy is actually a mix of cream cheese, butter, sugar, and coconut, which is then rolled into potato-shaped balls and coated in ground cinnamon. Contrary to what its name might suggest, the candy was invented sometime during the 19th century in Philadelphia, Pennsylvania, although it is believed that an Irish immigrant was the candy’s creator.