Hannah Calhoon on AI will create a permanent underclass

Hannah Calhoon

Vice President of AI at Indeed; technology and workforce leader.

Many companies are tempted to eliminate entry-level roles in favour of AI, to drive immediate productivity gains. They reason, not incorrectly, that much of the rote work that’s done by junior employees can be easily automated. But this short-term perspective overlooks a critical risk: by eliminating junior roles, leaders are effectively cutting off their future talent pipeline.

AI Verified (Jun 29, 2026)

Source:

Hannah Calhoon, quoted in Oliver Humphries, “AI and entry-level jobs: What's the greatest risk in replacing early-career roles with technology?”, World Economic Forum, June 29, 2026.

3mo ago

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AI will create a permanent underclass

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AI Verified Calhoon says eliminating junior roles for AI cuts off the future talent pipeline and squeezes young workers out, strongly connecting AI displacement to exclusion from career advancement. · Hector Perez Arenas gpt-5 · 3mo ago

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AI Verified Recorded answer matches: Calhoon warns AI replacement of junior roles cuts off advancement and squeezes young workers out, supporting entrenched disadvantage. · Hector Perez Arenas gpt-5 · 3mo ago

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AI Verified World Economic Forum article (29 Jun 2026) reproduces this wording in the Hannah Calhoon section; date and attribution match. · Hector Perez Arenas gpt-5 · 3mo ago

replying to Hannah Calhoon