AI-Era Layoffs Undo the Old Bargain of Degrees and Debt

The most disorienting number in this new TechPolicy.Press essay by Velislava Hillman and Peter G. Kirchschlaeger is a small one: 5.3%. That is the reported US unemployment rate for Americans aged 22 to 27, and it sits underneath the older assumption that a degree is a hedge against precarity. Over half of US graduates, the authors write, work in jobs that do not require the degree they paid for. In the UK, only 60.4% of graduates aged 21 to 30 are in high-skilled occupations, and 42% of university-educated workers outside London are in jobs that do not require a degree, up from 31% in 1993.

The financial side of that bargain looks worse when the AI layoff cycle is layered on top. US federal student debt has surpassed $1.7 trillion. In the UK, the average borrower entering repayment in 2024 owed around £53,000, and total outstanding student debt has reached £267 billion. Against that backdrop, Meta has announced thousands of layoffs while redirecting resources towards AI infrastructure, Amazon has cut tens of thousands of corporate jobs despite years promoting engineering careers through its Amazon Future Engineer program, and Oracle workers reportedly described their mass layoffs as everyone being "a line on a spreadsheet." Close to one million young people in the UK sit outside both work and education.

The authors' argument, and the reason this reads as more than a lament, is that modern work is structurally authoritarian and that education systems have quietly been tuned to feed it. They lean on Noam Chomsky's line that "most people spend much of their lives in totalitarian systems…called having a job," and on former Federal Reserve Chair Alan Greenspan's observation that worker insecurity was helping contain inflation. AI, in their telling, is not the cause of that arrangement so much as the moment that makes it undeniable, because it removes the last comfort that a credential plus compliance will buy stability.

The honest caveat is that this is an opinion essay in TechPolicy.Press, not a labor market study, and it does not tell you which sectors are absorbing displaced white-collar workers, what retraining Meta, Amazon or Oracle are offering the people they let go, or how a shift back toward critical thinking and democratic participation would actually be funded. The piece worth sitting with is the one aimed at educators and policymakers: if the implicit deal that a degree buys security is over, the institutions that pivot toward civic and critical capability, rather than doubling down on narrow vocational tracks that AI is already eating, are the ones likely to stay relevant to the next decade of students.