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EvaluationMedium· Metrics· Data Analysis· Decision Making

Your new pipeline beats the baseline by 1.4 F1 points o...

Aggregate metrics can be misleading because they often mask significant wins and losses that cancel each other out. A simple significance test on the whole set confirms if the change is statistically real, but it fails to answer whether the change is meaningful for specific user segments. Deep-diving into the most-changed examples provides the necessary context to make an informed shipping decision.

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