Kevin alters his interviewing style a little in Alice’s final round case interview: he provides a significant amount of data on a complex topic. The case is also unusual in that Alice, the candidate, would have some basic knowledge of the case facts given her background. This case provides three valuable lessons. First, the episode shows candidates how to manage large case data sets efficiently, without stalling. Second, Kevin uses the case to help candidates with a scientific background learn how to use their backgrounds as an advantage, versus the weakness many assume such a background confers. Third, the case again demonstrates the limited advantage of using basic frameworks.