• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
Economyunemployment

This unprecedented shift in unemployment suggests AI could strand white-collar knowledge workers in a jobless recovery after the next recession

Jason Ma
By
Jason Ma
Jason Ma
Weekend Editor
Down Arrow Button Icon
Jason Ma
By
Jason Ma
Jason Ma
Weekend Editor
Down Arrow Button Icon
August 10, 2025, 4:36 PM ET
For the first time ever, workers from non-routine cognitive occupations account for a greater share of the unemployed than workers from non-routine manual jobs.
For the first time ever, workers from non-routine cognitive occupations account for a greater share of the unemployed than workers from non-routine manual jobs.Getty Images
  • Signs that artificial intelligence is weighing on the job market are continuing to creep into the data, offering clues on how AI could play a role the next time the economy slips into a downturn. Businesses have historically leaned on automation during recessions, and AI could hit white-collar knowledge workers especially hard, JPMorgan warned.

Businesses trying to do more with less have historically leaned on automation during recessions, but the advent of generative AI could scramble the typical pattern of winners and losers when the next downturn strikes.

Recommended Video

While white-collar knowledge workers have previously not suffered from severe recession-induced layoffs or jobless recoveries, the next time could be different, JPMorgan senior U.S. economist Murat Tasci said in a note Tuesday.

“More specifically, we think that during the course of the next recession the speed and the breadth of the adoption of the AI tools and applications in the workplace might induce large-scale displacement for occupations that consist of primarily non-routine cognitive tasks; henceforth non-routine cognitive occupations,” he wrote.

Since the late 1980s, jobs that focus on routine tasks have been disappearing because of automation, Tasci said. That includes “routine cognitive occupations” like sales and office jobs, as well as “routine manual occupations” such as jobs in construction, maintenance, production, and transportation.

Over the past four decades, it’s taken longer and longer for routine jobs to bounce back after recessions. In fact, employment in routine occupations has still not returned to its peak before the Global Financial Crisis. 

By contrast, “non-routine cognitive occupations”—white-collar knowledge workers like scientists, engineers, designers, and lawyers—were much less cyclical and barely dipped below pre-recession peaks. They have also led prior employment recoveries most of the time, Tasci observed.

‘Ominous’ sign in unemployment pattern

But an unprecedented shift in unemployment trends could indicate that white-collar knowledge workers will suffer a much different fate in the age of AI.

For the first time ever, workers from non-routine cognitive occupations now account for a greater share of the unemployed than workers from non-routine manual jobs (i.e., health care support, personal care, and food preparation).

“Workers who were last employed in non-routine cognitive jobs have always accounted for the smallest share of the unemployed in the data, until recently,” Tasci said, calling it an “ominous” sign. “This changing pattern might be indicative of rising unemployment risk for these workers going forward.”

That’s as evidence has been mounting that AI is already limiting the number of entry-level jobs that have typically been filled by recent college graduates.

Meanwhile, AI doesn’t pose much more additional risk to routine jobs or to non-routine manual jobs that will still require more physical personal interaction, he explained.

The increased threat to white-collar knowledge workers also poses a greater risk to the economy than in the past as they now account for nearly 45% of total employment, up from 30% in the early 1980s.

“A much larger unemployment risk and anemic recovery prospects for these workers might cause the next labor market downturn to look pretty dismal,” Tasci warned. “The jobless recoveries led by anemic growth in routine occupations might repeat again, this time primarily due to an anemic recovery in non-routine cognitive occupations.”

But others aren’t so gloomy about AI and the job market. Tech investor David Sacks, who also serves as the White House czar on AI and crypto, sought to debunk several “doomer narratives” about artificial general intelligence.

In an X post on Saturday, he said there’s a “clear division of labor between humans and AI,” meaning that people still need to feed AI models necessary context, give them extensive prompts, and verify their output.

“This means that apocalyptic predictions of job loss are as overhyped as AGI [artificial general intelligence] itself,” Sacks added. “Instead, the truism that ‘you’re not going to lose your job to AI but to someone who uses AI better than you’ is holding up well.”

Join us at the Fortune Workplace Innovation Summit May 19–20, 2026, in Atlanta. The next era of workplace innovation is here—and the old playbook is being rewritten. At this exclusive, high-energy event, the world’s most innovative leaders will convene to explore how AI, humanity, and strategy converge to redefine, again, the future of work. Register now.
About the Author
Jason Ma
By Jason MaWeekend Editor

Jason Ma is the weekend editor at Fortune, where he covers markets, the economy, finance, and housing.

See full bioRight Arrow Button Icon

Latest in Economy

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • Future 50
  • World’s Most Admired Companies
  • See All Rankings
Sections
  • Finance
  • Leadership
  • Success
  • Tech
  • Asia
  • Europe
  • Environment
  • Fortune Crypto
  • Health
  • Retail
  • Lifestyle
  • Politics
  • Newsletters
  • Magazine
  • Features
  • Commentary
  • Mpw
  • CEO Initiative
  • Conferences
  • Personal Finance
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
About Us
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Most Popular

placeholder alt text
Economy
Elon Musk warns the U.S. is '1,000% going to go bankrupt' unless AI and robotics save the economy from crushing debt
By Jason MaFebruary 7, 2026
1 day ago
placeholder alt text
Success
Even with $850 billion to his name, Elon Musk admits ‘money can’t buy happiness.’ But billionaire Mark Cuban says it’s not so simple
By Preston ForeFebruary 6, 2026
2 days ago
placeholder alt text
Success
Gen Z Patriots quarterback Drake Maye still drives a 2015 pickup truck even after it broke down on the highway—despite his $37 million contract
By Sasha RogelbergFebruary 7, 2026
1 day ago
placeholder alt text
Future of Work
Anthropic cofounder says studying the humanities will be 'more important than ever' and reveals what the AI company looks for when hiring
By Jason MaFebruary 7, 2026
1 day ago
placeholder alt text
AI
AI can make anyone rich: Mark Cuban says it could turn 'just one dude in a basement' into a trillionaire
By Sydney LakeFebruary 7, 2026
1 day ago
placeholder alt text
Energy
Next-gen nuclear's tipping point: Meta and hyperscalers start deals with Bill Gates’ TerraPower, Sam Altman-backed Oklo, and more
By Jordan BlumFebruary 7, 2026
22 hours ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.


Latest in Economy

Investinggambling
Gambling stocks sag as prediction markets steal Super Bowl bets
By Peyton Forte, Denitsa Tsekova and BloombergFebruary 8, 2026
46 minutes ago
PoliticsJapan
Japanese prime minister’s landslide win gives her party a lower-house supermajority and more room to enact a right-wing agenda
By Mari Yamaguchi, Foster Klug and The Associated PressFebruary 8, 2026
1 hour ago
Real EstateHousing
Trump’s plan to send home prices higher will help him with baby boomer voters ahead of midterm elections but could spark a ‘generational war’
By Josh Boak and The Associated PressFebruary 8, 2026
4 hours ago
EconomyUkraine invasion
Russian attacks on Ukraine’s energy infrastructure are the biggest threat to its economy, which could shrink as much as 3%
By Kamila Hrabchuk and The Associated PressFebruary 8, 2026
4 hours ago
tipping
CommentaryTipping
I’m the chief growth officer at a payments app and I know how America really tips. Connecticut, I’m looking at you
By Ricardo CiciFebruary 8, 2026
7 hours ago
colorado
RetailGrocery
Grocery prices have surged 25% in Colorado since the pandemic with Kroger and Walmart sharing half the market. Enter Aldi
By Jack Buffington and The ConversationFebruary 8, 2026
7 hours ago