Gen Z is moving through a labor market that is starting to split in two. In one lane, AI-exposed white-collar work is being compressed. In the other, jobs that still reward tacit judgment and human context are holding up better.
A new working paper from Stanford’s Digital Economy Lab, using high-frequency ADP payroll data through June, found no evidence of broad, economywide job displacement. But it did find that employment of workers 22 to 25 in AI-exposed occupations is now 19% below where it would be if it had kept pace with less-exposed peers. Experienced workers in the same occupations show no comparable gap. The divergence is not showing up as layoffs; it is showing up as an absence of hiring.
That same pattern appears in other labor data cited by Fortune. Gad Levanon, chief economist at the Burning Glass Institute, ranked quits rates against each industry’s own 25-year history and found the labor market split into three tiers. In finance, insurance, information, and professional and business services, the quits rate has fallen to the 13th percentile of its 25-year range. It is 1.8%, down from 2.5% in 2019, a 28% drop, and the lowest reading since 2013. The rest of the private economy sits at the 44th percentile, near its historical norm, while government, education, and health care are at the 71st percentile and effectively unchanged from 2019.
Levanon said on LinkedIn that 'job hugging is real, but it’s mostly happening in one part of the economy.' He added: 'Only FIIPB has collapsed ... because that’s where the jobs stopped.' He told Fortune that the shift is probably not a sweeping reversal of financialization, but rather 'a decline in the labor intensity of white-collar work.'
The same story is showing up in job-switching behavior. A Bank of America Institute report published September 9 found that Gen Z’s rate of switching jobs has overtaken every other generation for the first time since 2021, even as broader hiring slows. Gen Z is also getting the largest pay bump of any generation when it does switch.
Fortune also pointed to a post-ZIRP correction, with Levanon saying that low interest rates were part of the beginning of the shift, but not enough to explain a gap that is 'still widening in year four.'
The market has already voted on what kind of work it wants more of. Capital is rewarding tasks that can be automated, compressed, or substituted, and it is demanding fewer people to do them. That is bad news for entry-level white-collar workers, especially the young workers trying to get a first foothold.
The deeper lesson is simple. When technology starts substituting for routine labor, the first casualties are usually not headlines about mass layoffs. It is the quiet drying up of opportunity. For Gen Z, that means a tougher climb into the sectors that once absorbed newcomers and rewarded persistence. For everyone else, it is another reminder that free enterprise does not distribute pain evenly when productivity shifts underfoot.
