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

How you talk on Twitter can tell the world how much money you make

By
Derrick Harris
Derrick Harris
Down Arrow Button Icon
By
Derrick Harris
Derrick Harris
Down Arrow Button Icon
September 30, 2015, 3:22 PM ET
US-INTERNET-COMPANY-TWITTER
(FILES) File photo dated September 11, 2013 shows the logo of the social networking website 'Twitter' displayed on a computer screen in London. The San Francisco company Twitter announced on September 12, 2013, in a tweet, that it has submitted papers for a stock offering, the most hotly anticipated in the tech sector since Facebook's last year. "We've confidentially submitted an S-1 to the SEC for a planned IPO. This Tweet does not constitute an offer of any securities for sale," the company tweeted. Talk of an initial public offering (IPO) has circulated about Twitter for some time, and the Wall Street Journal estimated the company founded in 2006 is worth some $10 billion. Twitter has become one of the fastest-growing and most influential social media services, used widely by celebrities, journalists, politicians and others. AFP PHOTO / LEON NEAL (Photo credit should read LEON NEAL/AFP/Getty Images)Photograph by Leon Neal — AFP/Getty Images

New research confirms that all those Twitter comments about the global economy and humble-brags about your nonprofit donations can let people know you’re making a lot of money, assuming that wasn’t your intention all along. Want people to think you’re just an everyday Joe instead? Start swearing more and sounding … wait for it … less afraid.

A recent experiment, led by a researcher from the University of Pennsylvania, analyzed more than 10 million tweets from more 5,100 Twitter (TWTR) users in the United Kingdom to reach this conclusion. The team broke users into segments based on the jobs they listed in their bios, and then calculated the average income for those professions. After that, natural-language processing algorithms analyzed the language in those users’ tweets for the types of words and language most distinct to each income level.

The experiment found that certain topics, as well as sentiments, can accurately predict income a Twitter user’s income level. Users with more money tend to tweet more about politics, nonprofits and corporations, but they also tend to sound more fearful. Lower-income users, on the other hand, tend to swear more.

penntwitter

While the results might seem to reinforce classist stereotypes, the researchers suggest the findings are actually a function of how people use Twitter. Whereas higher income people tend to use it to share news and for professional conversations, lower-income users use Twitter more to more personal chatting with friends. Those types of conversations traditionally involve more informal language.

However, there is a bigger picture far beyond the scope of this study: Social media is an increasingly powerful source for collecting relatively unfiltered data about how people feel and what they believe. This is the reason why so many companies now view Twitter as a new type of de facto focus group, and why large enterprise technology vendors like IBM partner with Twitter to make its data available to corporate customers.

This is also why the President Obama is calling for an increased focus on ethics in data analysis. Because while what we post online might lead to better consumer goods or television shows, they also create new ways to discriminate and invade privacy as companies or even cybercriminals learn more about who we really are.

To learn more about the data privacy, watch this Fortune video:

Sign up for Data Sheet, Fortune’s daily newsletter about the business of technology.

About the Author
By Derrick Harris
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
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
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Tech

bytedance
AIHollywood
Top Hollywood screenwriter warns TikTok’s new tool is at the gates: ‘I hate to say it. It’s likely over for us’
By Barbara Ortutay and The Associated PressFebruary 16, 2026
10 hours ago
ring
LawAmazon
Amazon’s Ring decides maybe partnering with a police surveillance firm is a bad idea after wide revulsion at Super Bowl ad
By The Associated PressFebruary 16, 2026
11 hours ago
Brian Moynihan, chief executive officer of Bank of America Corp.
EconomyJobs
Brian Moynihan isn’t so worried about an AI jobs bloodbath, pointing to a 1960s theory that computers would end all management roles
By Eleanor PringleFebruary 16, 2026
12 hours ago
manyika
CommentaryScience
AI is transforming science – more researchers need access to these powerful tools for discovery  
By James Manyika and Demis HassabisFebruary 16, 2026
13 hours ago
Traders work on the floor of the New York Stock Exchange (NYSE) on February 13, 2026 in New York City.
InvestingMarkets
Trillion-dollar AI market wipeout happened because investors banked that ‘almost every tech company would come out a winner’
By Eleanor PringleFebruary 16, 2026
16 hours ago
Big TechChips
Rampant AI demand for memory is fueling a growing chip crisis
By Debby Wu, Takashi Mochizuki, Yoolim Lee and BloombergFebruary 15, 2026
1 day ago

Most Popular

placeholder alt text
Economy
Social Security's trust fund is nearing insolvency, and the borrowing binge that may follow will rip through debt markets, economist warns
By Jason MaFebruary 15, 2026
1 day ago
placeholder alt text
Future of Work
Malcolm Gladwell tells young people if they want a STEM degree, 'don’t go to Harvard.' You may end up at the bottom of your class and drop out
By Sasha RogelbergFebruary 14, 2026
3 days ago
placeholder alt text
Real Estate
A billionaire and an A-list actor found refuge in a 37-home Florida neighborhood with armed guards—proof that privacy is now the ultimate luxury
By Marco Quiroz-GutierrezFebruary 15, 2026
2 days ago
placeholder alt text
Success
Meet the grandmother living out of a 400-ft ‘granny pod’ to save money and help with child care—it’s become an American ‘economic necessity’
By Emma BurleighFebruary 15, 2026
2 days ago
placeholder alt text
Economy
A U.S. 'debt spiral' could start soon as the interest rate on government borrowing is poised to exceed economic growth, budget watchdog says
By Jason MaFebruary 14, 2026
2 days ago
placeholder alt text
Commentary
Something big is happening in AI — and most people will be blindsided
By Matt ShumerFebruary 11, 2026
6 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.