Define The Decision Before Fairness Metrics
Frame an AI fairness review around the actual decision, affected groups, and use context before selecting metrics.
Do not start with the metric. Start with the decision. Map The Use The NIST AI RMF uses the Map function to establish context before measurement and management. In bias mitigation, this means naming the decision the AI changes, the people affected, the setting, the operator, and the harm. A model output is not the same as a business decision. The risk often appears in the handoff between the output and the action. Connect Output To Consequence Ask: Who sees the score? What can they do with it? Is the AI advisory or decisive? What resource, opportunity, burden, or service…
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