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

Trendingnow

1

MacKenzie Scott alone accounted for one-third of America's $19.2 billion in megagifts last year

2

Elon Musk on MacKenzie Scott giving away $26 billion of her fortune: 'Sadly,' it makes the world a worse place

3

Philanthropy leader at Warren Buffett and Bill Gates’ Giving Pledge says children of billionaires are pushing them to give their wealth away faster

1

MacKenzie Scott alone accounted for one-third of America's $19.2 billion in megagifts last year

2

Elon Musk on MacKenzie Scott giving away $26 billion of her fortune: 'Sadly,' it makes the world a worse place

3

Philanthropy leader at Warren Buffett and Bill Gates’ Giving Pledge says children of billionaires are pushing them to give their wealth away faster
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
Add Fortune on Google for similar content.
  • 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.”

Subscribe to Fortune Gulf Brief. Every Tuesday, this new newsletter delivers clear-eyed, authoritative intelligence on the deals, decisions, policies, and power shifts shaping one of the world’s most consequential regions, written for the people who need to act on it. Sign up here.
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
Add Fortune on Google for similar content.

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
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • 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
  • Group Subscriptions
About Us
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Economy

Young couple looking sad in front of a home with a for sale sign
Real EstateHousing
Gen Z and millennials aren’t convinced the American Dream exists anymore: Only 40% of them can afford to buy a home
By Tristan BoveJune 30, 2026
7 hours ago
Russian President Vladimir Putin
EconomyRussia
It started with one viral influencer complaining about Russia’s economy. Now a record 60% of Russians are pessimistic about their country’s outlook
By Tristan BoveJune 30, 2026
9 hours ago
A woman types into a kiosk at an airport.
Travel & LeisureAviation
‘You can expect prices to be high and stay high’: Domestic airfare is skyrocketing faster than international flight costs, despite using less jet fuel
By Sasha RogelbergJune 30, 2026
10 hours ago
mill
InvestingWealth
America added more than 1,200 millionaires per day in 2025, but the heyday of the ‘everyday millionaire’ is already over
By Nick LichtenbergJune 30, 2026
11 hours ago
US President Donald Trump arrives to speak during a Rose Garden Club dinner with American farmers at the White House in Washington, DC, on June 25, 2026.
EconomyBig Oil
Trump takes his inflation battle to gas retailers after his plot against the Fed runs aground—sets target for $2.50 a gallon
By Eleanor PringleJune 30, 2026
15 hours ago
Mark Zuckerberg, CEO of Meta
EconomyMarkets
AI stocks are in an ‘air pocket’ and Meta and Microsoft are being traded like ‘bear market names that cannot be owned,’ top analyst says
By Jim EdwardsJune 30, 2026
16 hours ago

Most Popular

MacKenzie Scott alone accounted for one-third of America's $19.2 billion in megagifts last year
Success
MacKenzie Scott alone accounted for one-third of America's $19.2 billion in megagifts last year
By Sydney LakeJune 25, 2026
6 days ago
Elon Musk on MacKenzie Scott giving away $26 billion of her fortune: 'Sadly,' it makes the world a worse place
Success
Elon Musk on MacKenzie Scott giving away $26 billion of her fortune: 'Sadly,' it makes the world a worse place
By Sydney LakeJune 29, 2026
1 day ago
Philanthropy leader at Warren Buffett and Bill Gates’ Giving Pledge says children of billionaires are pushing them to give their wealth away faster
Success
Philanthropy leader at Warren Buffett and Bill Gates’ Giving Pledge says children of billionaires are pushing them to give their wealth away faster
By Preston ForeJune 27, 2026
4 days ago
'Humanity has chosen to become idiots': This Brown professor switched to take-home exams after a mass shooting and discovered mass cheating
AI
'Humanity has chosen to become idiots': This Brown professor switched to take-home exams after a mass shooting and discovered mass cheating
By Catherina GioinoJune 29, 2026
1 day ago
The retired college professor fighting a $313 trespassing ticket in Wisconsin thinks he's part of a national struggle
Environment
The retired college professor fighting a $313 trespassing ticket in Wisconsin thinks he's part of a national struggle
By Catherina GioinoJune 28, 2026
3 days ago
The U.S. Army is opening military bases to private billions — here's why that changes everything for the next 250 years
Commentary
The U.S. Army is opening military bases to private billions — here's why that changes everything for the next 250 years
By Marc AndersenJune 30, 2026
15 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.