Push Fairness Into the Project Brief
Coach a stakeholder to treat fairness as part of project design rather than a late-stage compliance box.
Rina RI Operations Director 1 Shift 2 Teach 3 Scope Project kickoff Rina wants the team to build the scoring model quickly and review fairness later if customers complain. That sequence bakes fairness out of the early design choices that most determine it. Fairness as an input condition Bias often comes from what data, labels, and metrics you choose, so fairness must shape the brief before the build. Early fairness questions prevent late-stage harm and rework. Open Rina says: We can review fairness after launch. Right now we just need the model to work. What is the strongest first reply?
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