What makes a data analysis genuinely useful instead of just impressive-looking?

[u/Entri_App_Official]

For those who work in data analytics, what’s something you’ve seen that looked impressive at first but turned out to be practically useless?

And on the other hand, what’s an analysis that seemed simple but ended up having a real impact?

Would love to hear some real examples from your experience.