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Choosing Business Aligned Evaluation Metrics

Medium
Model EvaluationF1 ScorePrecisionAUC-ROCRecall
Asked 1mo ago|
Globallogic
Globallogic
Asked 6 times

Problem

Scenario

You are evaluating a model and need to decide how success should be measured before launch. Different business problems value different kinds of errors, so the right metric depends on the decision the model drives and the cost of being wrong.

Question

How do you choose the right evaluation metric for a business problem?

Example Metrics

F1·0.57Recall·0.46AUC-ROC·0.88Accuracy·0.91Precision·0.74Brier Score·0.16

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