A new fairness metric measures effort as inertia (historical disadvantage) times acceleration (improvement over time), and a pre-registered human experiment shows people value such trajectory over aggregate values.
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Effort-aware Fairness: Incorporating a Philosophy-informed, Human-centered Notion of Effort into Algorithmic Fairness Metrics
A new fairness metric measures effort as inertia (historical disadvantage) times acceleration (improvement over time), and a pre-registered human experiment shows people value such trajectory over aggregate values.