CONCEPT
Difference Without Domination
Allen's normative standard for genuine equality: not the elimination of difference but the structural prevention of any difference from becoming the basis for systematic advantage or arbitrary power.
The phrase names the condition democratic societies must achieve to reconcile their commitment to equality with the irreducible diversity of human communities, capacities, and values. Difference is inevitable—between cultures, skills, perspectives, and life projects. Domination is constructed—the conversion of difference into hierarchy through institutional choices that could be made otherwise. Allen's framework insists that the democratic task is not to flatten diversity into uniformity but to prevent the specific mechanisms through which difference becomes systematic advantage. Applied to AI, the principle generates concrete design requirements: tools must be configurable for diverse cultural values, training data must represent the full range of human linguistic and conceptual traditions, and governance must give diverse communities genuine authority over how technology operates in their contexts.
In The You On AI Field Guide
The concept synthesizes Allen's engagement with classical republicanism—particularly the ideal of non-domination—and her work on cultural diversity and democratic citizenship in Talking to Strangers (2004). The formulation is deliberately precise. It refuses both