Allen's framework draws on the tradition running from Aristotle's insistence on civic education through Jefferson's arguments for public schooling through Dewey's vision of the school as a laboratory of democratic life. Each of these thinkers understood that democracies cannot function without citizens prepared for the work of self-governance. The economic rationale for education is a recent addition—not wrong, but never sufficient to justify the enormous public investment that education requires.
The AI transition exposes this insufficiency with unusual clarity. When AI can write competent code, draft legal briefs, generate financial analyses, produce marketing copy, and perform medical diagnoses, the skills-for-employment argument loses its force. The student who spends four years acquiring coding proficiency enters a labor market in which AI provides coding proficiency at negligible cost. The credentials that once signaled valuable skills now signal skills the market may no longer need.
The collapse creates a crisis that is simultaneously economic, institutional, and—in Allen's framework—democratic. Economic because students and families question whether the investment in traditional education is justified by its employment outcomes. Institutional because educational establishments watch their value proposition erode without the agility to redefine it. Democratic because the collapse of the economic rationale threatens public support for the educational institutions that democratic self-governance requires.
Allen's response is to argue that the collapse reveals rather than destroys the case for education. The economic rationale was always a supplement to the democratic purpose, not a substitute for it. Now that the supplement has lost its force, the purpose stands exposed and demands to be addressed on its own terms. The curriculum the moment demands is organized around democratic preparation—teaching questioning over answering, integration over specialization, judgment over execution, and the capacity for collective deliberation across difference.
Allen developed this framework across Education and Equality (2016), her essays on civic education, and her subsequent work on participatory readiness in the context of AI governance.
Two rival traditions. Education for economic productivity versus education for self-governance; the second is older and deeper.
Economic rationale collapsed. AI has destroyed the skills-for-employment argument by making competent execution abundant and cheap.
Democratic purpose revealed. What remains when the economic rationale collapses is the purpose that always justified public investment in education.
Curriculum transformation. Democratic education emphasizes questioning, integration, judgment, and deliberation rather than execution.
Urgency without precedent. The citizens who will govern AI for decades are in school now; educational reform cannot wait for the traditional pace of curriculum change.