Different style questions are needed to see mastery of lessons. Wording of the questions can make the question easier or harder to answer. Some questions that are not thought out can be answered by simply using prior knowledge and not what was taught in a lesson.
I don't remember doing analogies in school so when I took the Millers Analogy test I was not prepared.