The question is not whether automation will change work — it already has and will continue to do so — but who will benefit and who will bear the costs. Previous waves of automation displaced manual and routine cognitive jobs. Current AI systems are encroaching on tasks once considered safely human: writing, analysis, legal research, and diagnosis. Optimists argue that technology creates as many jobs as it destroys, and that augmenting human capability is more likely than wholesale replacement. Pessimists point to the pace and breadth of current change, the polarisation of labour markets, and the concentration of productivity gains among capital rather than labour. The political question — who owns the technology, who captures its benefits, and how displaced workers are supported — is more urgent than the technical one.

💡 Did you know? A 2013 Oxford study estimated that 47% of US jobs were at high risk of automation within 20 years. Subsequent research has been more cautious — but the consensus is that the distribution of jobs will change significantly, even if the total number does not fall dramatically.