CONCEPT
Sacrifice and the Distribution of Transition Costs
Allen's framework for treating the distribution of transition costs as a primary democratic question: the recognition that genuine equality sometimes requires those who benefit most from a transition to accept costs they could avoid.
Every transition in human history has been paid for, and the bill has never been split evenly. The factory owner captured the productivity gain; the displaced worker bore the transition cost. Allen's framework insists that the distribution of transition costs is not a secondary concern to be addressed after the technology has been deployed and the gains captured. It is a primary democratic question, as fundamental as the distribution of political voice itself. The concept of sacrifice—recognition that the beneficiaries of a transition must sometimes accept costs they could avoid—is not a sentimental appeal but a structural requirement of democratic legitimacy.
In The You On AI Field Guide
Allen's concept of sacrifice draws on her reading of democratic theory from the classical republican tradition through contemporary capability theory. The core insight is that democratic societies have an obligation to construct institutions that distribute the costs of collective life equitably—and that when they fail to do so, the