> As a hiring manager, if someone shared a profile of a person with a PHD in earth sciences and 8 years of “full stack” experience I’d immediately assume they were a generalist with surface level familiarity and no mastery or depth in any one area.

I learned that the hard way. I used to think my science background as an asset but I stopped mentioning my science background after seeing people's reaction in interviews.