If I see 90%+ CPU load (being "efficient"), I need a bigger CPU.
If I hardly see any CPU load, I am being effective.
Ergo, the biggest CPU I can afford is the best choice.
I don't consider unused CPU power as waste, I see it as relief from worrying about capping out.