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

How Computers Made Brainy Cities Rich

By
David Z. Morris
David Z. Morris
Down Arrow Button Icon
By
David Z. Morris
David Z. Morris
Down Arrow Button Icon
December 31, 2015, 11:00 AM ET

We all know that companies, and even entire industries, risk losing out by failing to keep up with changing technology. But what’s less recognized is that cities face a similar danger that is tied, oddly enough, to how much time workers there spend thinking.

A recent study by Oxford University researchers found that the more time workers spend thinking, the more successful the city. The finding counters the idea that civic success is based on attracting particular industries.

Dr. Carl Benedikt Frey and researcher Thor Berger used census and Labor Department data to track the emergence of new occupations and the “cognitive intensity” of those jobs between 1970 and 2000. They found that cities that have become tech powerhouses, like San Francisco and Austin, were preordained to win because they were already among America’s top five “most cognitive” places as far back as 1970.

SIGN UP:Get Data Sheet, Fortune’s daily newsletter about the business of technology.

Their research covers a period of intense technological development that had a huge impact on work. Routine jobs like machine operation and data entry became increasingly automated, making those jobs more scarce, while the number of people in science, management, and law expanded.

Frey and Berger explain that this had divergent impacts on cities, in part because early adoption of technology in the most cognitive cities in turn created more demand for skilled labor there. That demand helped to create today’s nearly 15% gap in college education rates between the most and least educated U.S. cities. Starting in 1980, cities with more cognitive workers also experienced much faster population growth and more rapid wage growth.

The authors were careful to emphasize that certain cities are not smarter than others, just specialized in different occupations that require different levels of cognitive intensity.

In some cases, cities that had lost economically before computers arrived, ended up winning in the era of cognitive intensity. For the 1970s, the study found that the cities dominated by factory labor and repetitive work added the most new job tasks, or the individual steps required for a particular occupation. There was actually less innovation and slower wage growth in places where people spent more time reading books than turning bolts.

The findings help explain one of the more fascinating cultural realities of the tech industry. Before tech took over the world, places like Austin, San Francisco, and even New York were known as places for artists and fringe-dwellers to turn on, tune in, and drop out.

WATCH: For more on education and the economy:

Though they don’t indulge in much prognostication, the study’s authors conclude with a tip to those aiming to build the next San Francisco: “Policy makers would do well in promoting investments in transferable cognitive skills that are not particular to specific businesses or industries.”

In other words, dangling tax incentives to attract companies offers fewer long-term benefits than investing in education. And while state and national leaders are emphasizing scientific and technical education, Frey and Berger’s study seems to show the power of skills, like critical thinking and language skills, that fall under the umbrella of the liberal arts.

Who would have thought?

About the Author
By David Z. Morris
See full bioRight Arrow Button Icon

Latest in Tech

AIchief executive officer (CEO)
Microsoft AI boss Suleyman opens up about his peers and calls Elon Musk a ‘bulldozer’ with ‘superhuman capabilities to bend reality to his will’
By Jason MaDecember 13, 2025
9 hours ago
InvestingStock
There have been head fakes before, but this time may be different as the latest stock rotation out of AI is just getting started, analysts say
By Jason MaDecember 13, 2025
14 hours ago
Politicsdavid sacks
Can there be competency without conflict in Washington?
By Alyson ShontellDecember 13, 2025
15 hours ago
InnovationRobots
Even in Silicon Valley, skepticism looms over robots, while ‘China has certainly a lot more momentum on humanoids’
By Matt O'Brien and The Associated PressDecember 13, 2025
17 hours ago
Sarandos
Arts & EntertainmentM&A
It’s a sequel, it’s a remake, it’s a reboot: Lawyers grow wistful for old corporate rumbles as Paramount, Netflix fight for Warner
By Nick LichtenbergDecember 13, 2025
21 hours ago
Oracle chairman of the board and chief technology officer Larry Ellison delivers a keynote address during the 2019 Oracle OpenWorld on September 16, 2019 in San Francisco, California.
AIOracle
Oracle’s collapsing stock shows the AI boom is running into two hard limits: physics and debt markets
By Eva RoytburgDecember 13, 2025
22 hours ago

Most Popular

placeholder alt text
Success
Apple cofounder Ronald Wayne sold his 10% stake for $800 in 1976—today it’d be worth up to $400 billion
By Preston ForeDecember 12, 2025
2 days ago
placeholder alt text
Economy
Tariffs are taxes and they were used to finance the federal government until the 1913 income tax. A top economist breaks it down
By Kent JonesDecember 12, 2025
2 days ago
placeholder alt text
Success
40% of Stanford undergrads receive disability accommodations—but it’s become a college-wide phenomenon as Gen Z try to succeed in the current climate
By Preston ForeDecember 12, 2025
2 days ago
placeholder alt text
Economy
The Fed just ‘Trump-proofed’ itself with a unanimous move to preempt a potential leadership shake-up
By Jason MaDecember 12, 2025
1 day ago
placeholder alt text
Success
Apple CEO Tim Cook out-earns the average American’s salary in just 7 hours—to put that into context, he could buy a new $439,000 home in just 2 days
By Emma BurleighDecember 12, 2025
2 days ago
placeholder alt text
Economy
For the first time since Trump’s tariff rollout, import tax revenue has fallen, threatening his lofty plans to slash the $38 trillion national debt
By Sasha RogelbergDecember 12, 2025
2 days ago
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

© 2025 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.