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

Top labor economist says don’t believe the AI doom narrative—and his reason why is the ‘underpopulation crisis’ Elon Musk talks about

Irina Ivanova
By
Irina Ivanova
Irina Ivanova
Deputy US News Editor
Down Arrow Button Icon
Irina Ivanova
By
Irina Ivanova
Irina Ivanova
Deputy US News Editor
Down Arrow Button Icon
February 12, 2024, 3:13 PM ET
Elon Musk
Elon Musk, CEO of Tesla and owner of X.Beata Zawrzel—NurPhoto/Getty Images

The robot job-pocalypse is already here, if you listen to media reports. Big Tech companies are beefing up their AI division while cutting jobs everywhere else; and AI has been directly blamed for at least 4,600 job cuts last year, with experts predicting the ultimate fallout could number in the millions of workers. But Elon Musk will tell you that’s not the real crisis: It’s that people aren’t having enough babies.

Last summer, Tesla CEO Elon Musk said declining birth rates were “the biggest danger civilization faces by far.” In separate comments, Musk said at the time that he was “doing [his] best to help curb the underpopulation crisis,” in response to a Business Insider report that he had secretly fathered twins with a top executive at his brain-implant technology company, Neuralink.

But it’s very unlikely that AI will put everyone in the U.S. out of a job, argues MIT labor economist David Autor, and although he didn’t touch on Musk specifically, he was describing the same undeniable reality. “Barring a massive change in immigration policy, the U.S. and other rich countries will run out of workers before we run out of jobs,” Autor writes in the paper, “Applying AI to Rebuild Middle Class Jobs,” recently issued by the National Bureau of Economic Research. 

It’s simple demographics, Autor writes. With birth rates across the industrialized world and China plummeting well below the roughly 2.1 children per woman needed to keep a population steady, large parts of the world are facing a severe worker shortage, he argues. 

“The industrialized world is awash in jobs, and it’s going to stay that way,” Autor writes. “This is not a prediction, it’s a demographic fact. All the people who will turn 30 in the year 2053 have already been born, and we cannot make more of them,” he writes.

Employed, but is it good?

But simple employment isn’t a guarantee of economic well-being, Autor notes (as anyone observing the downward mobility of the American worker since the 1970s can attest.) That’s where policy comes in. AI, Autor claims, has the potential to reverse the impact of the past 40 years of automation, in which computers have devalued manual labor and increasingly rewarded knowledge—and he claims that AI can even grow middle-class, well-paid jobs. 

The key is to leverage AI’s ability to increase human “expertise,” he argues. Pre-AI, computers made information cheap and easily accessible, which boosted the value of expertise provided by highly paid professionals (e.g., doctors, lawyers, educators). They had “faultless and nearly costless execution of routine, procedural tasks” along with an “inability to master nonroutine tasks requiring tacit knowledge,” Autor writes. AI, while in its infancy, does precisely the opposite. Generative AI can riff on existing pictures without being specifically trained, and follow instructions without knowing all the rules. “If a traditional computer program is akin to a classical performer playing only the notes on the sheet music, AI is more like a jazz musician—riffing on existing melodies, taking improvisational solos, and humming new tunes.”

This capability means AI can be used to create better, fairer jobs—by disrupting the very top of the elite workforce and giving everyone else a leg up, Autor argues. 

In Autor’s telling, today’s “modern elite experts such as doctors, architects, pilots, electricians, and educators” are the modern version of the artisans who were put out of work by the mass-mechanization during the Industrial Revolution. Like their 18th-century predecessors, today’s experts spend years learning their craft in a type of apprenticeship, and then “combine procedural knowledge with expert judgment and, frequently, creativity to tackle specific, high-stakes, and often uncertain cases.”  

The growing importance of “experts” is one reason that the cost of education and health care have ballooned some 600% and 200% over the past 40 years, Autor says. And he’s advocating for AI to take a chunk out of those elites’ judgment and help lower the cost of living for everyone else. 

“By providing decision support in the form of real-time guidance and guardrails, AI could enable a larger set of workers possessing complementary knowledge to perform some of the higher-stakes decision-making tasks currently arrogated to elite experts like doctors, lawyers, coders, and educators,” Autor writes. “This would improve the quality of jobs for workers without college degrees, moderate earnings inequality, and—akin to what the Industrial Revolution did for consumer goods—lower the cost of key services such as health care, education, and legal expertise.”

Consider the nurse practitioner

To show how that could work, Autor used the example of nurse practitioners. The job of NP was basically invented in the 1960s to stave off a looming physician shortage; NPs receive additional training on top of a nursing degree to be allowed to run and interpret medical tests, diagnose patients, and issue prescriptions—tasks that were once exclusive to doctors. Aided by the growth of technology, including electronic medical records and communications tools, this job has increased 40% in the past 20 years, with the median NP in 2022 earning $125,000, or 50% more than the median household income. 

It’s not likely that AI will make experts superfluous, Autor argues, since it is only a tool, like a chain saw or calculator, and “tools generally aren’t substitutes for expertise but rather levers for its application,” he writes. (Take a pneumatic nail gun, for instance—it’s indispensable for a professional roofer and a looming injury for an amateur.)

But AI can give a trained worker a leg up to do their best work while minimizing the drudgery, Autor says. “AI used well can assist with restoring the middle-skill, middle-class heart of the U.S. labor market that has been hollowed out by automation and globalization,” he writes. 

To be sure, the technology is still in its early stages, and governments will need to make policy to protect existing workers from unscrupulous applications of the technology (and perhaps even overeager cost-cutters in company leadership).

But as proof that it’s not just a pipe dream, Autor offers three recent studies that compare workers with and without AI assistance. Programmers using GitHub Copilot, an AI coding assistant, are more than 50% faster than those without, according to one study. Another NBER working paper found that AI helped customer-service agents be more productive and attain experience faster (and helped them stay on the job much longer than previously). And a study in Science that compared professional writers (marketers, grant writers, consultants, and others) using ChatGPT found that AI helped writers at all levels. “While the best writers remained at the top of the heap using either set of tools, ChatGPT enabled the most capable to write faster and the less capable to write both faster and better,” Autor writes. 

Governments should embrace the AI-assisted future to allow more workers to regain “stature, quality, and agency” in their work, which has eroded over the past 40 years, he argues. If AI instead accelerates the race to the bottom, the results could be devastating, creating a world where everyone has a job but no one has agency.  

“A future in which human labor has no economic value is, in my view, an ungovernable nightmare,” he writes.

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
Irina Ivanova
By Irina IvanovaDeputy US News Editor

Irina Ivanova is the former deputy U.S. news editor at Fortune.

 

See full bioRight Arrow Button Icon

Latest in Tech

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
'I just don't have a good feeling about this': Top economist Claudia Sahm says the economy quietly shifted and everyone's now looking at the wrong alarm
By Eleanor PringleJanuary 31, 2026
1 day ago
placeholder alt text
Future of Work
Ford CEO has 5,000 open mechanic jobs with up to 6-figure salaries from the shortage of manually skilled workers: 'We are in trouble in our country'
By Marco Quiroz-GutierrezJanuary 31, 2026
1 day ago
placeholder alt text
Success
Ryan Serhant starts work at 4:30 a.m.—he says most people don’t achieve their dreams because ‘what they really want is just to be lazy’
By Preston ForeJanuary 31, 2026
1 day ago
placeholder alt text
Success
Alexis Ohanian walked out of the LSAT 20 minutes in, went to a Waffle House, and decided he was 'gonna invent a career.' He founded Reddit
By Preston ForeJanuary 31, 2026
1 day ago
placeholder alt text
Economy
Meet the first CEO of the IRS: A Jamie Dimon protege facing a $5 trillion test this tax season
By Shawn TullyJanuary 31, 2026
1 day ago
placeholder alt text
Startups & Venture
Silicon Valley legend Kleiner Perkins was written off. Then an unlikely VC showed up
By Allie GarfinkleJanuary 31, 2026
24 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 Tech

dewar
CommentaryLeadership
The AI adoption story is haunted by fear as today’s efficiency programs look like tomorrow’s job cuts. Leaders need to win workers’ trust
By Carolyn DewarFebruary 1, 2026
6 hours ago
trader
Investingbubble
‘We’re not in a bubble yet’ because only 3 out of 4 conditions are met, top economist says. Cue the OpenAI IPO
By Nick LichtenbergFebruary 1, 2026
6 hours ago
Big TechMark Zuckerberg
The Chan Zuckerberg Initiative cut 70 jobs as the Meta CEO’s philanthropy goes all in on mission to ‘cure or prevent all disease’
By Sydney LakeFebruary 1, 2026
8 hours ago
The founder and CEO of $1.25 billion AI identity verification platform Incode, Ricardo Amper
SuccessGen Z
CEO of $1.25 billion AI company says he hires Gen Z because they’re ‘less biased’ than older generations—too much knowledge is actually bad, he warns
By Emma BurleighFebruary 1, 2026
9 hours ago
Several pictures of people receiving medical treatments including a facelift and oxygen therapy.
HealthSuper Bowl
Hims and Hers Super Bowl ad highlights ‘uncomfortable truth’ about elite healthcare for the rich and ‘broken’ system for the rest
By Jacqueline MunisFebruary 1, 2026
10 hours ago
Elon Musk sits with his hands on his knees in front of a blue "World Economic Forum" background.
Economythe future of work
Musk’s fantasy for a future where work is optional just got more real: UK minister calls for universal basic income to cushion AI-related job losses
By Sasha RogelbergFebruary 1, 2026
10 hours ago