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

Trendingnow

1

Social Security unraveling: 7,100 workers sacked, performance metrics retired, disability claims falling

2

Erin Brockovich, the activist who defeated a utility giant and inspired a Julia Roberts film, is pushing data centers to be more transparent

3

'Where we are today is frightening': a Pulitzer-winning historian sees a doomsday scenario involving China and the national debt

1

Social Security unraveling: 7,100 workers sacked, performance metrics retired, disability claims falling

2

Erin Brockovich, the activist who defeated a utility giant and inspired a Julia Roberts film, is pushing data centers to be more transparent

3

'Where we are today is frightening': a Pulitzer-winning historian sees a doomsday scenario involving China and the national debt
Tech

This Image Explains Why the U.S. Can’t Stop Mass Shootings

Jeff John Roberts
By
Jeff John Roberts
Jeff John Roberts
Editor, Finance and Crypto
Down Arrow Button Icon
Jeff John Roberts
By
Jeff John Roberts
Jeff John Roberts
Editor, Finance and Crypto
Down Arrow Button Icon
December 8, 2015, 7:18 AM ET
Courtesy Gilad Lotan, Betaworks

People are explaining the San Bernardino massacre in different ways. Some people say it is about gun laws. Others say it is about Islamic terrorism or mental health. Whatever the case, one thing is clear: Everyone, conservatives and liberals alike, grieved for the victims. No one wants such a thing to happen again.

Sadly, it’s only a matter of time before the United States suffers another mass shooting. For now, the country just can’t agree on a policy to address such shootings. And if you want to understand why, take a careful look at the image that accompanies this article.

The image was created in the hours after San Bernardino by data scientists at a company called Betaworks in New York City. It is composed of a series of dots, or nodes, that represent different accounts on the social media site Twitter (TWTR). Most importantly, it shows how news and comments about the shooting spread among three clusters of users, labeled here as “Second Amendment Defenders” (the blue dots), “Firearms and Hunting” (the purple dots) and “Gun Safety Advocates” (the red dots).

The image shows how there was an intense burst of activity among the respective clusters as people spread news of the shooting within their “social graph,” a term that describes the chain of relationships in any social media system. And within each cluster, there were some nodes that act as information super-vectors. Betaworks identified the most significant, in terms of each group, as Trident Arms (@Trident_Arms), Conceal&CarryNetwork (@ConcealnNCarrynt) and Brady Campaign (@Bradybuzz).

As you can see, each of the three groups shared information internally. Two of the groups—the purple and blue ones—passed news between their respective networks but shared almost zero with those in the red group. In other words, people largely exchanged information with those who already shared the same views: Gun control people talked to like-minded people, and the Second Amendment people did the same.

“It represents two extremely polarized and separate networks that are not talking to each other,” said Gilad Lotan, chief data scientists at Betaworks, who presented the graphic last week at Columbia University Graduate School of Journalism. This phenomenon of people talking only to like-minded individuals (known as “homophily” or “filter bubbles”) is not new, but Lotan says it is getting far more intense.

“In the long run, it’s kind of reflecting our society back at us. It’s reflecting a very ugly mirror at us,” said Lotan.

Gilad Lotan spoke as part of the “Transparency Series,” a set of lecture events on technology hosted by the Brown Institute at Columbia University.

Subscribe to Data Sheet, Fortune’s daily newsletter on the business of technology.

For a more hopeful take, see Alyssa Milano explain in this Fortune video why “Twitter can change the world.”

About the Author
Jeff John Roberts
By Jeff John RobertsEditor, Finance and Crypto
LinkedIn iconTwitter icon

Jeff John Roberts is the Finance and Crypto editor at Fortune, overseeing coverage of the blockchain and how technology is changing finance.

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
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

European Union launches new tech sovereignty package to remove dependence from American and Asian AI and microchips
EuropeEurope
European Union launches new tech sovereignty package to remove dependence from American and Asian AI and microchips
By The Associated PressJune 3, 2026
1 hour ago
Nscale has raised billions to power Europe’s AI ambitions. Now the startup must prove the hype can survive reality
MagazineData
Nscale has raised billions to power Europe’s AI ambitions. Now the startup must prove the hype can survive reality
By Beatrice NolanJune 3, 2026
2 hours ago
jstina
SuccessTraining
The IBM executive tasked with training 30 million workers in AI is changing how she thinks about the finish line
By Nick LichtenbergJune 3, 2026
2 hours ago
as
CommentaryVenture Capital
The most contrarian and durable bet in AI is 85 million moms
By Allison SternJune 3, 2026
2 hours ago
A person holding a protest sign sits with their legs crossed.
CybersecurityData
Ohio city workers are covering automated license plate readers with trash bags as officials sound the alarm on ‘egregious violations’ of privacy
By Sasha RogelbergJune 3, 2026
3 hours ago
Current price of Ethereum for June 3, 2026
Personal FinanceEthereum
Current price of Ethereum for June 3, 2026
By Joseph HostetlerJune 3, 2026
3 hours ago

Most Popular

Social Security unraveling: 7,100 workers sacked, performance metrics retired, disability claims falling
North America
Social Security unraveling: 7,100 workers sacked, performance metrics retired, disability claims falling
By Katie Savin, Callie Freitag, Matthew Borus and The ConversationJune 2, 2026
1 day ago
Erin Brockovich, the activist who defeated a utility giant and inspired a Julia Roberts film, is pushing data centers to be more transparent
Environment
Erin Brockovich, the activist who defeated a utility giant and inspired a Julia Roberts film, is pushing data centers to be more transparent
By Marco Quiroz-GutierrezJune 1, 2026
2 days ago
'Where we are today is frightening': a Pulitzer-winning historian sees a doomsday scenario involving China and the national debt
Banking
'Where we are today is frightening': a Pulitzer-winning historian sees a doomsday scenario involving China and the national debt
By Nick LichtenbergJune 2, 2026
1 day ago
The Iran conflict has disrupted oil supply. Gulf states are now looking to multi-billion-dollar investments in renewables 
Energy
The Iran conflict has disrupted oil supply. Gulf states are now looking to multi-billion-dollar investments in renewables 
By Melissa HancockJune 1, 2026
2 days ago
Cognizant CEO says AI is remaking middle managers into player-coaches who can 'both  execute and develop others'
Newsletters
Cognizant CEO says AI is remaking middle managers into player-coaches who can 'both execute and develop others'
By Diane BradyJune 2, 2026
1 day ago
Current price of oil as of June 2, 2026
Personal Finance
Current price of oil as of June 2, 2026
By Joseph HostetlerJune 2, 2026
1 day 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.