Data study · 1 October 2026 · 5 min read

Will robots take my job? What Anthropic found

Robots can do 74 percent of physical work tasks but are cheaper than a person for 0.3 percent. Which jobs robots could take first, and how long it would take.

Probably not soon. Anthropic's new robotics study, published on 30 September 2026, found that robots can already do 74 percent of physical work tasks in the US, but are cheaper than a person for only 0.3 percent of them. At the historical rate robots get cheaper, it takes about 40 years for that share to reach 10 percent.

The gap between those two numbers, what robots can do and what is worth paying a robot to do, is the whole story.

What the study measured

The paper, What work can robots do? by Russell Legate-Yang and Maxim Massenkoff, took the roughly 19,000 tasks in the US government's O*NET job database and picked out the physical ones. For each, Claude searched for real robots already doing that kind of work and rated the task by the hardest setting a robot has been shown to handle it in:

• E1, a purpose built robot cell, like a bottling line
• E2, a controlled human workplace, like a hospital pharmacy or a port
• E3, an uncontrolled setting, like a private home or a building site

A task scores higher the messier the place a robot can already do it. Each occupation then gets an index from 0 to 3, weighted by how much of the working day each task takes. Anthropic published the full data for 923 occupations.

The headline numbers

The fastest scenario assumes robot costs fall up to four times faster than they historically have, and robots learn new tasks twice as quickly. Even then, it takes until 2050.

Why robots are not taking these jobs yet

The study lists what stands in the way, task by task:

• Cost blocks nearly every task. A robot that can do something is not yet a robot worth buying to do it.
• Capability blocks about 70 percent. Robots manage the task in a lab or a fixed cell, but not in the conditions where people actually work.
• People's preferences block about 25 percent. Some work customers want done by a person.
• Regulation blocks about 14 percent.

Which jobs robots could do first

The highest scoring occupations are almost all driving and heavy equipment work, where robots already operate in real settings:

Only three of 923 occupations score above 2, and 264, more than a quarter, score zero. The study also found that workers in the most exposed jobs earn about 30 dollars an hour less and are far less likely to hold a degree.

What this means if you work with your hands

Robot capability is moving, but the economics are not close for most physical work, and they move slowly. A delivery driver faces a real but distant risk, since self driving vehicles already operate in some cities. An electrician or a nurse faces almost none from robots.

Our index scores AI displacement risk from published research, and today drivers sit low on it: Taxi Drivers (25) and Heavy and Tractor-Trailer Truck Drivers (19). That is because the research it draws on is mostly about language AI, which barely touches driving. AI vs robots explains why the two point at almost completely different jobs, and jobs safe from both lists the occupations neither reaches.

Check your own job

Every number above is an average for an occupation. The assessment scores your own role and how your week is actually spent, in about two minutes, free and with no account.

Figures come from the AI Job Risk Index and were current when this was published. Scores change as new research is ingested, so the index is always the live version. See how scoring works. Informational guidance based on published research, not professional career or financial advice.