Fairness Metric Picker
Recall which fairness metric family fits common AI harm scenarios.
mixed-card-deck compare-card battlecard Allocation When do you compare selection rates versus error rates? Start with the decision harm, then pick the metric that exposes that harm. Quality of service What metric family fits a voice assistant that performs worse for one accent group? Subgroup quality metrics such as word error rate, task completion, latency, or fallback rate. The harm is not allocation of a scarce resource. The harm is poorer service for one group. Objection Can we just use one fairness score for every model? A senior leader wants a simple dashboard tile. Your line We can have a dashboard,…
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