A pilot study suggests people can sometimes spot visible salary disparities in dot plots, but one positive cluster out of four is too little evidence to support perception-driven bias detection as reliable.
Inherent trade-offs in the fair determination of risk scores
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Perception-Driven Bias Detection in Machine Learning via Crowdsourced Visual Judgment
A pilot study suggests people can sometimes spot visible salary disparities in dot plots, but one positive cluster out of four is too little evidence to support perception-driven bias detection as reliable.