You should see what happens when someone involved in the sciences, e.g. Chemistry, gets their hands on Claude Code.
Their code is aways terrible, and they constantly think it's good.
The exercise is always the same: explain the math to me, like I'm 5, then we profile it and see what is faster.
Oddly Claude Code, integrated into their IDE's has made this situation happen much less.
I never want to work in a place again where the fun way to start the Monday meeting is a "math problem".
PS: Don't even get me started on their SQL.
It's like "software dude thinks he can do hardware", but on steroids. They don't know what they don't know and they think they have a panacea in their hands.
Don't you know? Software is beneath them and the fiddly bits are just standing in the way of them getting their BigImportantWork™ done.
Professionals overestimating their knowledge is a very common thing!
I was a developer for a decade before I went to school for design, so I’ve seen it from the other side. It’s not all bad: that overconfidence can lead people to tackle problems they’d abandon if they really understood the domain’s complexities. But often it presents like developers acting like their genius developer brain allows them to solve difficult problems in completely different fields with a few glib analogies and a few brief thought experiments.
I have worked with a LOT of PHD's in recent years. Their code leaves much to be desired.