Distributional Inquiry (Technologies of Humility)

Distributional inquiry is the third of Jasanoff's technologies of humility — the practice of asking explicitly: Who captures the gains from a technological innovation, and who absorbs its costs? The question recognizes that technology creates winners and losers not as an unfortunate side effect but as a structural feature of how innovations are designed, deployed, and governed. When AI produces a twenty-fold productivity multiplier, the distribution of that multiplier — whether it flows to workers (through higher wages or shorter hours), to shareholders (through increased returns), to customers (through lower prices), or to communities (through public investment) — is a political decision disguised as a technical outcome. Distributional inquiry makes the decision visible and subjects it to democratic deliberation rather than leaving it to market dynamics, organizational hierarchies, and individual leadership. The practice does not prescribe any particular distribution but insists that the distribution is a governance question, not a technical inevitability.