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Anthropic updates labor impact chart in new AI economic scenarios report
The AI lab's latest modeling sketches three possible US economies by 2030, with a sharp squeeze on knowledge workers in the most aggressive case
Anthropic has updated a labor impact chart as part of a new report called “Economic Scenarios.” The report lays out three possible futures for the US economy by 2030, each shaped by how fast and how far AI spreads.
Three roads to 2030
Anthropic labels its scenarios modest, substantial, and extreme. Each one is measured against a baseline US economy with no AI in the picture.
Under the modest scenario, 2030 US GDP lands at $34.1 trillion, a 1.6% bump over that baseline.
The substantial scenario pushes GDP to $36.3 trillion, an 8.3% gain.
The extreme scenario sees GDP reach $44.4 trillion, a 32.4% jump over the no-AI baseline.
The bill for knowledge workers
In the extreme case, Anthropic’s model suggests knowledge-worker wages could fall by about 11.5%. Unemployment for that group could climb to around 17.9%.
Overall unemployment in that scenario could surge to 11.9%, according to the report.
The report also projects a shift in how national income is divided. Labor’s share of income is predicted to drop from about 60% to 45.2% in the extreme case.
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What regular Americans expect
Anthropic paired the modeling with a survey of more than 10,000 US adults about their expectations for AI.
Typical responses lined up most closely with the substantial scenario. Respondents on average pictured GDP rising around 10% by 2030, with unemployment near 5%.
Anthropic also released an interactive tool called the “Econ Scenario Explorer.” It lets users plug in their own expectations about AI and see how the economic picture shifts.
What the model leaves out
The report’s model explicitly does not account for robotics or the automation of physical tasks, focusing solely on cognitive work. The projections also stop at 2030.
Warehouse work, manufacturing, logistics, and other physical labor fall outside the modeling entirely.
How this fits Anthropic’s broader research
The new report draws on Anthropic’s Economic Index series, which the company has been publishing since early 2025. That series tracks how AI is actually being used in the economy. The scenarios report takes that ground-level data and extends it into forward-looking projections.
What this means
For investors, the report sketches a world where capital could outrun labor. If labor’s share of income falls toward 45.2%, businesses that successfully swap human cognitive work for AI could see margins expand.
Consumer spending is a related risk. A workforce with falling wages and rising unemployment tends to buy less, even if aggregate GDP looks spectacular on paper.
For workers, the practical signal is about exposure by task type. The model centers on cognitive work, so roles built around information processing sit closest to the projected disruption.