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Approach to Underperforming Models

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Your question is Approach to Underperforming Models. Take a moment with it on the right.

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Problem

Scenario

You've shipped a model that looked acceptable during development, but it is now underperforming when used in practice. Your team wants a structured way to diagnose the issue and decide whether the problem is data, metrics, thresholding, or the model itself.

Question

How would you approach a problem where your model is underperforming?