That's what I remember as well; if you limit it to science, I've always heard Math > Physics > Chemistry > Biology.

I've never heard of a ranking that mixes science and engineering before the one you mentioned; at my school, at least, there was generally mutual admiration, with math and physics ranking above any engineering field.