A clear map of which jobs AI and robotics are automating, how it happens step by step, and roughly when — plus the roles where human judgement, dexterity, empathy and trust keep people firmly ahead. Timelines are informed estimates, not certainties.
Automation almost always follows the same five stages. A role rarely vanishes overnight — it's hollowed out one stage at a time, and humans move up the chain toward judgement, exceptions and oversight.
The higher up this chain you work — judgement, relationships, exceptions, physical craft — the safer your role.
How automation lands across the whole real economy — 16 sectors, each linking into the Automation Jobs deep-dive.