I would agree with the op here. SVD in particular is so fundamental to the idea of data analysis I couldn't imagine talking to someone who even flinched at hearing it. Most other things fit at roughly the same level in my mind.

I feel like the mechanics of test selection biases against people who've specialized in Bayesian stuff—which might be very interesting! It's definitely a make-or-break kind of thing as to whether you can correctly formulate all the various moving parts and relate them correctly.