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

AI optimists are behaving like the investors who got burned in the Great Depression and dot-com bubble, Vanguard’s chief economist warns

By
Joseph H. Davis
Joseph H. Davis
Down Arrow Button Icon
By
Joseph H. Davis
Joseph H. Davis
Down Arrow Button Icon
December 2, 2024, 8:50 AM ET
Joseph H. Davis, Ph.D., is Vanguard’s global chief economist and global head of the Investment Strategy Group.
AI-related shares and general optimism for the technology drove stock markets up in 2024.
AI-related shares and general optimism for the technology drove stock markets up in 2024.Spencer Platt - Getty Images

Roughly 100 years ago, electricity began to course through the developed world, transforming lives and sparking a stock price surge. One need not be an economic historian to know that the Great Depression of the 1930s stemmed, in part, from untrammeled risk-taking in the Roaring ‘20s.

Today, signs of investor restraint are once again difficult to find. In aggregate, U.S. stock prices are roughly 45% above the top of what I consider to be their fair-value trading range. I would view stocks as overvalued even if we knew with certainty that artificial intelligence—the probable cause of investors’ recent enthusiasm—would ultimately transform every facet of human life, delivering economic benefits on par with the advent of electricity.

In the U.S. technology and communication services sectors, share prices are inexplicably high relative to expected rates of corporate profit growth. Since ChatGPT launched to the public on Nov. 30, 2022, the average stock in both sectors has nearly doubled in price.

The potential of technology to drive productivity and profits obviously justifies some level of share-price premium. But as a group, the large-cap tech companies in the S&P 500 Index lately have been anywhere from 80% more expensive than the rest of the market (in the case of their price-to-trailing earnings ratios) to more than four times as expensive (price-to-sales).

Overvaluations are not confined to one or two sectors. Tremendously expensive AI-related shares combine with optimistic pricing in most other market segments to leave the overall U.S. stock market more overvalued than at any point since early 2001. My estimate is based on a proprietary Vanguard fair-valuation measure that puts stock prices in the context of a decade’s worth of corporate earnings, as well as the prevailing levels of interest rates and inflation.

While there are no good market-timing tools, valuations are a famously poor one. The market tends to swing from periods of overvaluation to periods of undervaluation while spending relatively modest periods in fair-value territory.

Indeed, Vanguard megatrends research finds that outsized overvaluations and corrections tend to coincide with transformative technological changes. Investors grow euphoric early on, then suffer disappointment when the new technology’s vast potential is not more quickly realized.

Consider the late ‘90s. Some of today’s largest companies were small caps then. They would grow into powerhouses, and the Internet would transform the economy. And yet, the broad U.S. stock market still suffered a near-50% decline in the 30-month-long tech, media, and telecom-driven meltdown that began in March 2000. Tech shares suffered much more.

I am optimistic about the future of AI. There’s a meaningful chance for it to drive significant gains in productivity and economic growth over the coming decade or so. But we are not yet in the AI boom. For AI’s promise to be fully realized, low rates of AI adoption must rise, and companies must learn how they can harness the technology. At Vanguard, we do not expect AI’s peak effects on productivity and economic growth until the 2030s.

In the meantime, earnings growth expectations for the next three to five years are wildly optimistic.

The revenues and profit margins of individual companies can surprise dramatically to the up- or the downside, but in the aggregate, the two components of corporate profits tend to be slower-moving and more predictable. They almost surely will disappoint in the near-to-intermediate term.

Even if AI ultimately transforms the economy, as the Vanguard Megatrends Model suggests it will, the companies that will benefit most will be outside the technology sector. In my estimation, the productivity unlocked across industries would be as if the 17 million baby boomers expected to retire between now and 2034 never do so.

Indeed, if AI proves transformative, every company on the planet will benefit—not just those in Silicon Valley.

More must-read commentary published by Fortune:

  • The ‘Trump bump’ has survived tariff announcements—but will it survive the good, the bad, and the unknown in his cabinet?
  • Demis Hassabis-James Manyika: AI will help us understand the very fabric of reality
  • I worked with Steve Jobs. Here’s what he’d say about today’s leadership style
  • The real reason Spain’s economy is bucking the trend of European decline

The opinions expressed in Fortune.com commentary pieces are solely the views of their authors and do not necessarily reflect the opinions and beliefs of Fortune.

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
By Joseph H. Davis
See full bioRight Arrow Button Icon

Latest in Commentary

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
  • Future 50
  • World’s Most Admired Companies
  • See All Rankings
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
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • 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

Latest in Commentary

EuropeLetter from London
Rishi Sunak is giving advice to CEOs on AI. Here are his golden rules
By Kamal AhmedMarch 25, 2026
2 hours ago
retirement
CommentaryRetirement
Our retirement system gets a C-plus; policymakers have an opportunity to make it A grade
By Chris MahoneyMarch 25, 2026
9 hours ago
david-f
CommentaryVenture Capital
Europe has survived 3 energy shocks in 4 years. The only way out is to stop buying power from its enemies
By David FrykmanMarch 25, 2026
10 hours ago
fauci
CommentaryCOVID-19 vaccines
How COVID turned America against science — and what it will take to win it back
By David Blumenthal and James A. MoroneMarch 24, 2026
1 day ago
alex
Commentarydisruption
AI’s disruption is a choice, not a forecast
By Alex StephanyMarch 24, 2026
1 day ago
trump
Commentarynational debt
The Treasury just declared the U.S. insolvent. The media missed it
By Steve H. Hanke and David M. WalkerMarch 23, 2026
2 days ago

Most Popular

Magazine
The youngest-ever female CEO of a Fortune 500 company is fighting Trump's cuts to keep Medicaid strong
By Fortune EditorsMarch 24, 2026
1 day ago
Commentary
The Treasury just declared the U.S. insolvent. The media missed it
By Fortune EditorsMarch 23, 2026
2 days ago
Success
Palantir’s billionaire CEO says only two kinds of people will succeed in the AI era: trade workers — ‘or you’re neurodivergent’
By Fortune EditorsMarch 24, 2026
1 day ago
Energy
Nobel laureate Paul Krugman calls it 'treason': $580 million in suspicious oil futures traded minutes before Trump's Iran reversal
By Fortune EditorsMarch 24, 2026
23 hours ago
Personal Finance
Current price of oil as of March 24, 2026
By Fortune EditorsMarch 24, 2026
1 day ago
Economy
It took 200 years for national debt to hit $1 trillion. Annual interest alone now exceeds that—a 'crushing legacy we must reverse,' says budget chair
By Fortune EditorsMarch 23, 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.