LibraryScenariosWhen your model looks clean but you fear hidden bias
Scenario

When your model looks clean but you fear hidden bias

I can evaluate a model now, run the metrics and read them. But catching the quiet problems, the hidden bias, the leak that makes it look better than it is, still slips past me. Everything looks clean in my report, and I lie awake wondering what I missed.

Aurelius
Online
The coach is replying

More people experience this than they realize.

What we've seen

You can evaluate models, but catching subtle bias and leakage still eludes you.

If this sounds familiar, the Library can help you find the bigger picture.