First-year chemistry students often learn how scientific knowledge is applied, particularly around specifics such as the building blocks and phases of matter, the basics of thermodynamics, and the intricacies of organic chemistry. Thus it often comes as a surprise to Columbia University students, in the midst of their first chemistry exam, to find a question like this: “How many piano tuners are there in NYC?”