Hah, very true.

I won't mention the university, but they're in the northern Atlantic region (not MIT or CMU). My CS interests (machine learning and computational statistics) extend from my domain experience (applied statistics), and I also have a strong background in math. Finally, I bootstrapped my CS knowledge up to a certain level using online lectures from MIT, Stanford, and Harvard, and mentioned as much in my application.