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

Trendingnow

1

Jensen Huang says ‘a lot’ of six-figure jobs in plumbing and construction will soon be unlocked because someone needs to build new AI centers

2

The labor market could become so backward that the economy will have to shed jobs to keep unemployment steady

3

Bars, bowling alleys and movie theaters cost too much to run and visit. Americans have run out of places to hang out and we're paying with our health

1

Jensen Huang says ‘a lot’ of six-figure jobs in plumbing and construction will soon be unlocked because someone needs to build new AI centers

2

The labor market could become so backward that the economy will have to shed jobs to keep unemployment steady

3

Bars, bowling alleys and movie theaters cost too much to run and visit. Americans have run out of places to hang out and we're paying with our health
Economydisruption

‘We are driving in the fog’: Hundreds of economists admit they’re flying blind on AI

Nick Lichtenberg
By
Nick Lichtenberg
Nick Lichtenberg
Business Editor
Down Arrow Button Icon
Nick Lichtenberg
By
Nick Lichtenberg
Nick Lichtenberg
Business Editor
Down Arrow Button Icon
July 13, 2026, 9:44 AM ET
You're basically driving into the fog.
You're basically driving into the fog.Getty
Add Fortune on Google for similar content.

“We are driving in the fog, and it is extraordinarily difficult to anticipate what will happen next.”

Recommended Video

That alarmed voice is coming straight from the top of the economics profession. That’s Anton Korinek, a University of Virginia economics professor and one of the organizers of a statement signed this week by over 200 economists—including 16 Nobel laureates and the chief economists of OpenAI and Anthropic—admitting, in effect, that the profession is flying blind on AI.

The short statement, “We Must Act Now,” released Monday, doesn’t claim to have answers and claims the field is dangerously behind on the questions. It only offers three warnings.

  1. AI may become radically more powerful over the next 10 years.
  2. This could drive an unprecedented transformation of our economy, larger than the Industrial Revolution, but unfolding over a vastly shorter time frame. It could bring risks, including large-scale job displacement, as well as opportunities such as major gains in living standards.
  3. Economists, policymakers and technology leaders must act now to understand the economics of transformative AI and to build the incentives, guardrails, and institutions needed to steer AI in a direction that complements humans and benefits society.

Michael Spence, a Nobel laureate at NYU, called for an “all hands on deck” approach to “steering AI in beneficial directions”—given the scale, scope and speed of its advancements, along with the high degree of uncertainty about how big and when the impact will arrive.

That cuts to the heart of this document’s unusual nature: it’s not a policy platform or a set of predictions. It’s a demand for the infrastructure to see clearly, issued by people admitting they currently can’t. One top Wall Street analyst, who did not sign the statement, thinks he knows what the confusion is all about.

Even the skeptics say they’re guessing

What makes the fog metaphor credible rather than alarmist is who’s admitting it. Nela Richardson, ADP’s chief economist, has described much of the public debate over AI and employment comes down to “guesswork” given the huge range of variables involved.

Likewise, Daron Acemoglu, the MIT Nobel laureate who has been the field’s most rigorous skeptic of AI productivity claims, previously told Fortune that he finds much of the productivity discourse around AI “brainless” even as he now says recent advances have made him more worried about near-term disruption. Signing onto today’s statement, Acemoglu said he was “so happy to join other leading experts in calling for the urgent need to redirect AI so that its risks are minimized and it can work for the benefit of workers and society.”

Stanford’s Erik Brynjolfsson, who The Atlantic recently noted has a remarkable knack for getting people who disagree to work together, previously told Fortune that he was puzzled by many of Acemoglu’s projections on AI and productivity. It’s no surprise, then, that Acemoglu signed on and that Brynjolfsson was an organizer of this statement.

“AI capabilities are advancing far faster than our understanding of the economic implications,” Brynjolfsson said in today’s statement. “We must act now to guide AI to complement humans rather than simply imitate them—and to generate prosperity for the many, not just the few.”

Brynjolfsson is at work trying to build new tools to understand the impact: his Canaries Dashboard with ADP Research tracks 4.6 million workers across more than 730 occupations in near-real time and purports to show employment for workers ages 22 to 25 in AI-exposed occupations shrinking more than 4% annually, even as the aggregate labor market looks calm. Named after the proverbial canary in the coal mine, Brynjolfsson previously talked to Fortune about why “flying blind” is such an urgent problem: the danger is invisible at the headline level and only shows up once you cut the data by age and task exposure. “We are flying blind into one of the most consequential periods in world history,” he said at the dashboard’s launch. “We need timely, trusted evidence to understand where AI is creating value and where it is disrupting work.”

The instruments themselves are contested

Torsten Slok, Apollo Global Management’s influential chief economist, published a blog post a week ahead of the “We Must Act Now” statement, arguing that even the basic concept of “AI exposure”—the term at the center of most labor market research—is contested by five competing measurement frameworks, each of which produces different results.

One measures what workers actually do with Claude, using real chat logs. Another does the same with Microsoft Copilot. A third has human experts judge which job skills AI is theoretically capable of replacing, regardless of whether anyone is using it that way. A fourth asks ChatGPT to grade its own usefulness on each task, and a fifth scans employer job postings for AI skill mentions. The theoretical frameworks run systematically higher than the usage-based ones because they ignore whether adoption is actually happening or worth the cost.

The disagreement is worst exactly where the stakes are highest. “What is most striking,” Slok writes, “is that the five measures disagree most exactly where the stakes are highest, among the very jobs everyone wants to flag as at-risk—such as telemarketers, tax preparers and writers.” There is a big difference, in other words, between asking “What could AI do to this job?” and asking “What are workers actually using AI for?” The theoretical use cases (questions 3, 4 and 5) are running “systematically higher” than the real-world ones (1 and 2), he said, because they ignore whether adoption is even happening or worth the cost.

As he often does, Slok offered a “bottom line” takeaway: “When someone says a job is ‘highly exposed to AI,’ the honest first question is: Exposed by which measure, and measuring what? Until that is pinned down, the label ‘AI exposure’ carries far less meaning than it appears to.”

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
Nick Lichtenberg
By Nick LichtenbergBusiness Editor
LinkedIn icon

Nick Lichtenberg is business editor and was formerly Fortune's executive editor of global news.

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
  • TikTok icon
  • YouTube icon

Latest in Economy

Wall Street’s favorite bet comes undone as chips whipsaw market
InvestingChips
Wall Street’s favorite bet comes undone as chips whipsaw market
By Ryan Vlastelica and BloombergAugust 2, 2026
2 hours ago
For the third time in history, women outnumber men in the workforce as the stay-at-home boyfriend becomes an economic trend
EconomyEmployment
For the third time in history, women outnumber men in the workforce as the stay-at-home boyfriend becomes an economic trend
By Catherina GioinoAugust 2, 2026
4 hours ago
The average worker would need to save for 52 years to claw their way out of the middle class and be classified as wealthy, research reveals
SuccessWealth
The average worker would need to save for 52 years to claw their way out of the middle class and be classified as wealthy, research reveals
By Orianna Rosa RoyleAugust 2, 2026
4 hours ago
Parent with Gen Z adult kid talking about money
SuccessPersonal Finance
Two-thirds of parents say their adult Gen Z kids still rely on them financially for support—even though it’s putting them under strain
By Emma BurleighAugust 2, 2026
4 hours ago
t
CommentaryTariffs
Trump just invoked a 1930 tariff law no president has ever used — against Canada
By Caleb PetittAugust 2, 2026
5 hours ago
The labor market could become so backward that the economy will have to shed jobs to keep unemployment steady
EconomyJobs
The labor market could become so backward that the economy will have to shed jobs to keep unemployment steady
By Jason MaAugust 1, 2026
18 hours ago

Most Popular

Jensen Huang says ‘a lot’ of six-figure jobs in plumbing and construction will soon be unlocked because someone needs to build new AI centers
Success
Jensen Huang says ‘a lot’ of six-figure jobs in plumbing and construction will soon be unlocked because someone needs to build new AI centers
By Preston ForeAugust 1, 2026
1 day ago
The labor market could become so backward that the economy will have to shed jobs to keep unemployment steady
Economy
The labor market could become so backward that the economy will have to shed jobs to keep unemployment steady
By Jason MaAugust 1, 2026
18 hours ago
Bars, bowling alleys and movie theaters cost too much to run and visit. Americans have run out of places to hang out and we're paying with our health
North America
Bars, bowling alleys and movie theaters cost too much to run and visit. Americans have run out of places to hang out and we're paying with our health
By Catherina GioinoAugust 2, 2026
9 hours ago
Millennials say they’ll refuse to care for aging boomer parents—but they’ll be forced to as their inheritance shrinks to 40 cents on the dollar
Personal Finance
Millennials say they’ll refuse to care for aging boomer parents—but they’ll be forced to as their inheritance shrinks to 40 cents on the dollar
By Nick LichtenbergJuly 31, 2026
2 days ago
Most billionaires are stuck in 'slow philanthropy.' MacKenzie Scott gave away $26 billion and won't stop until 'the safe is empty'
Success
Most billionaires are stuck in 'slow philanthropy.' MacKenzie Scott gave away $26 billion and won't stop until 'the safe is empty'
By Sydney LakeAugust 2, 2026
8 hours ago
Jensen Huang says this is the greatest time in history to start a business—and his advice is to stop overthinking it: 'How hard can it be?’
Success
Jensen Huang says this is the greatest time in history to start a business—and his advice is to stop overthinking it: 'How hard can it be?’
By Preston ForeJuly 31, 2026
2 days 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.