Thinkers Club.

Ideas are invitations to look again.

Your job is not one task

Before asking whether AI can replace you, separate what you do into the things a tool can assist and the judgments it cannot own.

A job title hides a bundle of activities. A teacher explains, plans, notices confusion, manages a room, and builds trust. An accountant calculates, investigates, communicates, and accepts professional responsibility. A demonstration that automates one visible activity does not settle what happens to the whole role.

The visible part of a role can be easier to automate than the judgment around it. A draft is not the relationship, accountability, or context that makes the draft worth using.

The ILO's 2025 occupational-exposure work evaluates tasks rather than equating technical capability with immediate unemployment. Its central distinction is useful: exposure can lead to transformation, and outcomes depend on how organisations adopt tools. Technology influences work, but management, regulation, demand, and bargaining also matter.

Make a task map of an ordinary week. Which activities are repetitive and easy to check? Which involve ambiguous goals, relationships, sensitive information, or consequences that require accountability? Where does automation create a new checking task rather than simply remove an old one?

Mapping tasks changes the discussion from a frightening title-level prediction to practical choices. Which work needs checking, who learns from it, and where any saved time actually goes become answerable questions.

The map should inform training and negotiation. A worker may need domain knowledge, verification habits, and a redesigned workflow more than a fashionable new job title. A manager should ask where saved time goes and who bears the cost of mistakes.

This is neither reassurance that nothing will change nor a declaration that people are obsolete. It is a better unit of analysis. Once we stop treating a job as one task, the debate becomes concrete enough to support decisions instead of merely producing fear.

Further reading

Once we stop treating a job as one task, the debate becomes concrete enough to support decisions instead of merely producing fear.

If AI can produce one part of your work, who owns the judgment that makes it worth using?