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Measure Post-Deployment Model Success

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Your question is Measure Post-Deployment Model Success. Take a moment with it on the right.

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Problem

Scenario

You've shipped a model and it is now being used in a live product workflow. The team wants a clear way to judge whether the model is actually successful after deployment, not just whether it looked good offline.

Question

How would you measure the success of a model after deployment?

What Success Means

  • Model quality in production
  • Business KPI impact
  • Calibration of predicted scores
  • Threshold performance in the live workflow
  • Incremental lift versus baseline