SOCCER : SPORT :: gingersnap : cookie
The best answer is gingersnap. The relationship between the first pair of words, SOCCER and SPORT, is that of item to category—one word names something that falls into the category, or group, named by the other word. Therefore, the second pair of words must also have an item-to-category relationship. A gingersnap is a type of cookie.