As someone who has conducted job interviews over the years, I tend to think preparing beforehand is overrated anyway. I usually don’t care if the interviewee has the right answers. Instead I want to get some insight into how they think and interact with other people.
Now maybe interviews for schools are different, but it seems to me that they probably already know a lot about what you know from your transcript.