Off topic, but that doesn't resonate for me.

Can't say much for MS, but for the others the essential CS skills questions (should be...) relatively uniform for all experience levels. i.e. they are at graduate level.

Plus, Amazon count on these 'a lot' https://www.amazon.jobs/principles

Possibly more than the CS side of things in my experience.