M. Tamura

The Accuracy Trap: Structural Scarcity Amplifies Relative Inequality in Algorithmic Allocation

Algorithmic systems increasingly rank individuals for access to scarce public resources, from child welfare interventions to cancer treatment referrals. The prevailing fairness frame treats disparity as a property of biased data or deficient models, with remedies through calibration and debiasing. Under structural scar...