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

Trendingnow

1

After forcing workers back to the office, Goldman Sachs and JPMorgan Chase are now letting their staff work remotely—but only for the World Cup

2

The Pentagon said Iran War costs $29 billion, but the real cost is closer to $200 billion—and counting

3

Markets tumble worldwide as Fed resets expectations: $400 billion wiped off SpaceX stock

1

After forcing workers back to the office, Goldman Sachs and JPMorgan Chase are now letting their staff work remotely—but only for the World Cup

2

The Pentagon said Iran War costs $29 billion, but the real cost is closer to $200 billion—and counting

3

Markets tumble worldwide as Fed resets expectations: $400 billion wiped off SpaceX stock
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
Add Fortune on Google for similar content.

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
Add Fortune on Google for similar content.

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
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 Tech

How Home Depot is rebuilding retailing with AI
NewslettersCIO Intelligence
How Home Depot is rebuilding retailing with AI
By John KellJune 24, 2026
19 minutes ago
bob
AIbooks
Robert Wright sees an ‘earthquake’ coming from AI that goes far beyond jobs: ‘cultural, political, personal, family, psychological’
By Nick LichtenbergJune 24, 2026
51 minutes ago
A man wearing a red and black jacket and a red hat walks down a hallway lined with servers.
InnovationChina
For the first time since 2017, it’s China, not the U.S., that has the world’s most powerful supercomputer
By The Associated PressJune 24, 2026
2 hours ago
Jack Schlossberg, Kennedy scion and sardonic social media star, loses in bid for New York state assembly
PoliticsPolitics
Jack Schlossberg, Kennedy scion and sardonic social media star, loses in bid for New York state assembly
By The Associated Press, Danny Peltz and Anthony IzaguirreJune 24, 2026
2 hours ago
Matt Garman
Successthe future of work
Amazon exec says AI won’t wipe out white-collar jobs—and is hiring 11,000 grads and interns, and has more developers than 2 years ago to prove it
By Preston ForeJune 24, 2026
2 hours ago
NYC Mayor Zohran Mamdani 3 for 3 on his ‘better Democrats’ endorsements: ‘Put working people back at the heart of politics’
PoliticsNew York City
NYC Mayor Zohran Mamdani 3 for 3 on his ‘better Democrats’ endorsements: ‘Put working people back at the heart of politics’
By The Associated Press, Jesse Bedayn, Thomas Beaumont and HUMERA LODHIJune 24, 2026
2 hours ago

Most Popular

After forcing workers back to the office, Goldman Sachs and JPMorgan Chase are now letting their staff work remotely—but only for the World Cup
Success
After forcing workers back to the office, Goldman Sachs and JPMorgan Chase are now letting their staff work remotely—but only for the World Cup
By Orianna Rosa RoyleJune 23, 2026
1 day ago
The Pentagon said Iran War costs $29 billion, but the real cost is closer to $200 billion—and counting
Economy
The Pentagon said Iran War costs $29 billion, but the real cost is closer to $200 billion—and counting
By Jacqueline MunisJune 24, 2026
10 hours ago
Markets tumble worldwide as Fed resets expectations: $400 billion wiped off SpaceX stock
Banking
Markets tumble worldwide as Fed resets expectations: $400 billion wiped off SpaceX stock
By Jim EdwardsJune 23, 2026
1 day ago
Current price of oil as of June 23, 2026
Personal Finance
Current price of oil as of June 23, 2026
By Joseph HostetlerJune 23, 2026
1 day ago
Current price of gold as of June 23, 2026
Personal Finance
Current price of gold as of June 23, 2026
By Danny BakstJune 23, 2026
1 day ago
Texas and Charlotte used to build huge McMansions—now they're copying the California design tricks they once mocked
Real Estate
Texas and Charlotte used to build huge McMansions—now they're copying the California design tricks they once mocked
By Sydney LakeJune 22, 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.