Yes, this is a classic example of a programmer (or data scientist in this case) believing their expertise in one areas generalises to topics which they don't fully understand.
The great thing about the internet for now is that anyone can chime in, but anytime you find yourself wiring something like "I don't see why", it may be time for a deeper dive to see if the why is well founded.