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Unstructured case: Mine was given by a principal/partner. There was no preparation needed, and the interviewer just wanted to see your thought process.
+1 on communicating how you are thinking, verbally! We want to see how you add structure to an inherently unstructured question. Picking up on the interviewers cues and building on them is also key. Good luck!
Get really good at math. Practice cases online where you have to come up with graphs, presentations etc in 45 mins. I goofed on my math and didn't get an offer sadly.
Interpretation of graphs and making graphs might be part of it, but goofing on math won’t necessarily write off the interview for you. It’s more about thought process and acknowledging gaps.