> I believe it's very common.

Yeah, me too. There was a paper doing the rounds a few years back (computer programming is more related to language skill rather than maths) so I downloaded the data and looked at their approach, and it was garbage. Like, polynomial regression on 30 datapoints kind of bad.

And based on my experience during the PhD this is very common. It's not surprising though, given the incentive structure in science.