Those going into civil engineering should assume that they will want to become PE licensed. In other engineering, students should consider whether their intended career directions involve signing off on designs of infrastructure used by the general public, as opposed to designs of things that one’s employer takes responsibility for.
Environmental engineering often involves civil engineering type projects, so PE licensing can be a consideration. Biomedical engineering is much less likely to need PE licensing.