1. Brush up on valuation techniques - DCF, trading comps, WACC, CAPM, enterprise value, etc. Depending on the position - expect the standard "how do you value a company?" question.
2. As someone said above, know why you want the position and why you want to work at GS. Stress the ability to assume lots of responsibility early in your career, continuous learning experiences, transaction experience, etc. I would hold off on mentioning the charitable side of GS as it may seemed canned. Giving/partaking in a charity is a prerequisite for partners at GS, but certainty not analysts. Most analysts I knew at GS were chained to their desks for 2 years and didnt have time for much outside work.
3. Know a little about current events. Be able to speak a little about subprime mess, credit crisis, how Bernanke just called an end to recession, trading levels, Fed stimulus, etc. No one expects you to be an expert on this stuff, but know enough to sound like you read the paper.
4. I wouldnt waste your time on brainteasers. You are more likely to get something like: How many tennis balls are in the United States vs. some silly question about how many times an elf runs over piano keys.
Good luck
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