Anthropic's IPO puts its CEO's own warning about entry-level jobs on the table, and new graduates may feel it first

Anthropic, the company behind Claude, filed its S-1 on October 26. An S-1 is the public prospectus a company files with US regulators before selling shares. Anthropic plans to list on the Nasdaq under the ticker ANT, possibly around Thanksgiving, according to Fortune. Reuters reports that investors value it at $1.5 trillion to $2 trillion. That would make it one of the largest IPOs ever. In a May 2025 interview, CEO Dario Amodei warned that AI could more than double the unemployment rate within one to five years.

The student newspaper The Independent Florida Alligator asked what that means for graduates. Marcos Ortega, a forecaster on the forecasting platform Metaculus, expects US unemployment to reach roughly 8% to 10% within about five years. That is about double the current 4.2% reported by the Bureau of Labor Statistics. He does not expect mass layoffs right away. Instead he predicts a “no firing, no hiring” pattern. Companies keep experienced staff who know their internal workflows and stop opening junior positions. In his view, knowledge work done mostly at a computer is the most exposed. Finance and computer science are especially vulnerable because their output is easier to check, which makes it easier to train AI on. Metaculus forecasters also expect US employment of financial specialists to fall about 13% between 2025 and 2035. Registered nurses are one of the few jobs they expect to grow.

The local numbers make the point concrete. At the University of Florida, about 2,100 of the 10,160 bachelor's degrees awarded in 2024-25 went to business or computer science majors. Only about 730, or 7%, went to health professions. Students are gathering in the fields forecasters see as most exposed. Governance is the other thread. The prospectus gives Anthropic's seven co-founders 50.1% of shareholder votes on major decisions through a single special share. An independent Long-Term Benefit Trust fills four of the seven board seats. MIT researcher Marco Mari points out a contrast with Facebook. Its political and social consequences surfaced six years after it went public. AI's effects on labor and science, he argues, are already visible before the listing.

Our reading: the story is not that an AI company is going public. The story is that the market is about to price a company whose own CEO has described a possible labor shock. That fits our running thesis. AI does not simply take jobs away. It changes which work matters, and the bottom rung of the ladder is the most exposed. Back-office work, junior analysts and entry-level code are where the “no hiring” pattern bites first. The risk is a missing generation of juniors who never get the experience that Ortega himself says builds judgment.

Two caveats. First, these are forecasts, not measured outcomes. An 8% to 10% unemployment rate is a probability-weighted guess, and it should be read that way. Second, the IPO itself does not speed up automation. Ortega notes it mainly brings more scrutiny and possibly regulation, which is healthy. In the long run we still expect AI to create abundance and free people for work they care about. The transition, though, will not be painless, and it starts with entry-level jobs. Universities, companies and policymakers should treat apprenticeship-style paths into work as infrastructure. Advice for students: build judgment, relationships and hands-on skills early. In every scenario on the table, those are the assets that last.