Companies racing to replace their entry-level employees with artificial intelligence may save money in the short term, but they could create a much bigger problem down the road, according to an MIT research scientist. Andrew McAfee, who co-leads MIT’s Initiative on the Digital Economy, has warned that automating micro-roles could disrupt the talent pipeline that companies rely on to develop the managers, specialists and leaders of the future.
He argues that removing entry-level jobs also means losing younger employees who are often the quickest to adopt AI, which could slow rather than accelerate innovation as organizations increasingly invest in automation.
Companies are breaking the apprenticeship model, says an MIT researcher
McAfee believes that entry-level jobs serve a purpose far beyond completing routine tasks. It is the foundation on which employees develop practical knowledge, industry expertise and professional judgment through hands-on experience and mentorship.Speaking to Harvard Business Review, McAfee said people typically learn difficult cognitive work by first helping experienced colleagues with routine responsibilities. If companies automate these tasks too quickly, they risk eliminating the apprenticeship ladder that has traditionally produced skilled professionals and future business leaders.
Why Generation Z may be the company’s biggest AI advantage
While some employers see AI as a reason to reduce graduate hiring, McAfee argues the opposite.
He believes that younger workers represent one of the strongest competitive advantages in the age of AI because they are generally more willing to embrace and experiment with emerging technologies.A Deloitte survey published in November 2025 found that 76% of Gen Z respondents had used an independent AI tool, the highest adoption rate among all generations. McAfee noted that older workers are often more set in their routines, while younger employees tend to adopt new technologies more easily.
Reducing entry-level hiring could deprive organizations of the most enthusiastic AI users, he said.
It is becoming more difficult to find entry-level jobs
McAfee’s warning comes at a time when graduates are already facing a tougher job market. According to Handshake’s 2026 Network Trends report, entry-level job postings were down 2% compared to the previous year and remained 12% below pre-pandemic levels.Data from the Federal Reserve Bank of New York also shows that the unemployment rate among college graduates between the ages of 22 and 27 is 5.6%, highlighting the increasing difficulties many young professionals face when entering the job market.
Young graduates are increasingly concerned about AI replacing jobs
Concerns about automation are rising sharply among students preparing to enter the workforce. A Monster survey found that nearly nine in 10 members of the Class of 2026 worry that artificial intelligence or automation could replace entry-level jobs. This represents a significant increase from 64% in the previous year’s survey.The concern has also been exacerbated by comments from technology executives, including Anthropic CEO Dario Amodei, who previously suggested that AI could eliminate up to half of entry-level white-collar jobs before later tempering that prediction.
History suggests that young workers can adapt to technological change
Despite growing concerns, historical evidence suggests that younger workers have often successfully adapted to previous waves of technological disruption. An analysis by Goldman Sachs found that younger, college-educated workers generally experience smaller long-term earnings losses than older displaced workers after losing their jobs.The report also found that younger employees are more likely to change careers, learn new skills and move into roles that complement emerging technologies rather than directly compete with them.
According to Goldman Sachs, occupational mobility and continuous skills development have historically helped young workers adapt to changing labor markets.
Some major companies are expanding their employment of graduates
Not all companies are reducing entry-level hiring. Instead, many technology companies are investing more in early-career talent as they expand their AI capabilities.IBM CEO Arvind Krishna said the company expects to triple the number of entry-level employees and hire more graduates than in recent years.
Salesforce CEO Marc Benioff announced plans to hire 1,000 graduates and interns to help develop the company’s artificial intelligence technologies. Amazon is also maintaining its graduate talent pipeline, with reports suggesting it plans to hire about 11,000 software engineering interns in 2026, while AWS CEO Matt Jarman said demand for software developers continues to grow.
The long-term cost may outweigh the short-term savings
McAfee’s warning reflects a broader debate about how companies should integrate artificial intelligence into their workforces. While AI can automate repetitive tasks and improve efficiency, he argues that removing entry-level opportunities could impair companies’ ability to develop future talent, effectively adopt new technologies, and remain competitive in the years ahead.
