>Evaluating whether or not an applicant actually has the requisite knowledge and skills for the position would require them to actually do their jobs, including understanding (at least at a meta-level) exactly what the position entails and what skills are actually relevant.

That's generally the job of the hiring manager, not the HR drone.

I think it's quite obvious he didn't.