CLASSROOM : SCHOOL :: sole : shoe
The best answer is shoe. The relationship between the first pair of words, classroom and school, is that of part to whole—one word is a part of the other. Therefore, in the second pair of words, one word must be a part of the other. A sole is part of a shoe.