We consider the allocation of scarce societal resources, where a central authority decides which individuals receive resources under capacity or budget constraints. Several algorithmic fairness criteria have been proposed to guide these procedures, each quantifying notion local justice ensure is aligned with principles institution making allocation. For example, efficient maximizes overall soci...