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Evaluate Predictive Power of a Model

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Problem

Scenario

You have trained a model and the team wants to know whether it actually predicts the target well, or whether the apparent lift is just noise. The model will be used to rank cases and support decisions, so both discrimination and score quality matter.

Question

How would you evaluate a model's predictive power?