"Perhaps you won't, but since we don't know yet exactly what you'll be working on, we might know broadly what PA or even project, but we can't know what problems you will encounter or what direction it will take to debug any problems that arise, we want someone with a broad base of skills who can at the very least recognize performance problems and solve them in a simple case. We expect that if you can solve this relatively simple problem in an environment with no resources, that with the aide of documentation, profiling tools, and teammates to lean on, you'll be able to address much more complex issues that arise. On the other hand, if it takes you documentation and teammates to solve this simple case, who knows what kinds of tools it will take you to solve real world problems that arise."

"Correlation does not imply causation" doesn't imply that correlation never implies causation.