Shane Legg says fully digital jobs are most vulnerable to automation
Remote work as we know it may be nearing a turning point, according to Shane Legg, co-founder and head of AGI research at Google DeepMind. In a recent conversation with Hannah Fry, Legg argued that advances in artificial intelligence will disproportionately impact jobs that can be done entirely online.
“Jobs that are purely cognitive and done remotely via a computer are particularly vulnerable,” Legg said, noting that AI systems are rapidly approaching human-level performance in many intellectual tasks. As a result, companies may shrink distributed teams, since smaller groups equipped with AI tools can deliver the same — or better — outcomes.
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In software engineering, Legg suggested that teams of 100 could be reduced to just 20, accelerating job losses especially among junior and remote roles. Highly digitized sectors such as coding, mathematics, language-based work and complex problem-solving are expected to feel the impact first.
By contrast, physical jobs requiring manual labor and real-world interaction — such as plumbing or construction — may remain insulated for longer, due to the difficulty of automating physical tasks.
Legg cautioned that AI could fundamentally reshape the economy, making machines cheaper and more efficient than humans for cognitive labor and threatening the current model in which people trade mental effort for income. Without preparation, he warned, many workers could be left without traditional employment.
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