The Future of Work:
 A Framework for Action Under Uncertainty

An Editorial Note From Fathom

AI's potential impact on the labor market has become one of the most urgent—and most contested—questions in the public debate about the technology. The stakes are high: work is how most people structure their days, develop competence, connect with others, and answer the question of who they are. The question is not only whether jobs will exist, but what workers are owed—and what human lives should look like in an economy shaped by AI.

Three questions sit at the center of the debate: how—and at what pace and scale—will AI affect the labor market? Should we do anything about it? And if so, what can we do to prepare?

We are not attempting to answer the first. No one can, at least not with complete certainty. We approach the future of work with humility: the evidence is fragmentary and the technology is moving faster than measurement. What we can say is that the range of plausible futures is wide, the policy responses they demand are very different, and the institutions required to act—in any scenario—take years to build. And humility is not the same as paralysis: the case for acting now is not about betting on any one future. It is about building the foundations that every future will need. We expect 2027 and 2028 to begin revealing which scenario we are in—and some of the responses it demands could already be years behind schedule.

This report maps the landscape: the data we have and what we're missing, four scenarios for how AI might reshape work, six narratives about what to do, the policy toolkit and its gaps, and the cross-cutting priorities that hold up across futures.