For a long time, the deal for a wide range of careers has been simple enough. Entry-level workers carried out routine tasks in return for mentorship, skill development and a clear path towards expertise.

The arrangement meant that employers had affordable labour, while employees received training and a clear career path. Both sides benefited.

But now that bargain is breaking down. AI is automating the grunt work – the repetitive, boring but essential tasks that juniors used to do and learn from.

And the consequences are hitting both ends of the workforce. Young workers cannot get a foothold. Older workers are watching the talent pipeline run dry.

For example, one study suggests that between late 2022 and July 2025, entry-level employment in the US in AI-exposed fields like software development and customer service declined by roughly 20%. Employment for older workers in the same sectors grew.

And that pattern makes sense. AI currently excels at administrative tasks – things like data entry or filing. But it struggles with nuance, judgment and plenty of other skills which are hard to codify.

So........

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