Sorry, your 'anonymized' data probably isn't anonymous

Researchers show how anonymized data sets are often anything but anonymous, releasing a tool that demonstrates how easy it is to pick you out of a digital crowd.
By Jack Morse  on 
Sorry, your 'anonymized' data probably isn't anonymous
They know who you are. Credit: liuzishan / getty

Anonymized data sets are a joke. And, as a newly published study shows, the joke just so happens to be on you.

From your credit card purchases to your medical records to your online browsing history, companies are sharing and selling so-called de-identified data sets containing a record of your every move. The information is supposedly stripped of any specific details — like your name — that would tie it directly back to you. However, it just so happens that true anonymization of your personal data is a lot more difficult than you might think.

So finds a study published today in the journal Nature Communications. Researchers determined that, using their model, "99.98% of Americans would be correctly re-identified in any dataset using 15 demographic attributes."

While 15 demographic attributes may sound like a lot of data to have on one person, the study puts this number into perspective.

"Modern datasets contain a large number of points per individuals," write the authors. "For instance, the data broker Experian sold [data science and analytics company] Alteryx access to a de-identified dataset containing 248 attributes per household for 120M Americans."

Mashable Light Speed
Want more out-of-this world tech, space and science stories?
Sign up for Mashable's weekly Light Speed newsletter.
By signing up you agree to our Terms of Use and Privacy Policy.
Thanks for signing up!

That anonymized data sets can be de-anonymized isn't itself news. In 2018, researchers at the DEF CON hacking conference demonstrated how they were able to legally and freely acquire the apparently anonymous browsing history of 3 million Germans and then quickly de-anonymize portions of it. The researchers were able to uncover, for example, the porn habits of a specific German judge.

Which, ouch.

This new study demonstrates just how little data is actually needed to pinpoint specific people from otherwise sparse data sets. "[Few] attributes are often sufficient to re-identify with high confidence individuals in heavily incomplete datasets," the authors note.

To drive that point home, Verdict reports that the researchers released an online tool that lets you see just how easy it would be to identify you in a supposedly anonymized data set.

Spoiler: The results are as troubling as you'd expect — something to keep in mind the next time a company's fine print warns that it "might share your anonymous data with third parties."

Mashable Image
Jack Morse

Professionally paranoid. Covering privacy, security, and all things cryptocurrency and blockchain from San Francisco.


Recommended For You
TikTok ban passes the House (again), with a few major differences
Johnson wears a dark blue suit, white shirt, maroon tie, and spectacles. He stands at a podium/ microphone.

Audio app Airchat probably isn't worth the hype
The Airchat logo surrounded by positive headlines from online publications.

Snapchat will now watermark users' AI-generated images
A phone displays the Snapchat logo in front of a screen that reads "My AI".

Report finds that Big Tech's ad monitoring tools are failing miserably. X is the worst.
A person typing on a laptop with a variety of ad pop-ups hovering around their hands.

Uh-oh, X's Grok AI can now 'understand' images
A phone displaying the Grok xAI logo, which is a white box with a black slash across it.

More in Tech

Trending on Mashable
NYT Connections today: See hints and answers for April 23
A phone displaying the New York Times game 'Connections.'

Wordle today: Here's the answer and hints for April 23
a phone displaying Wordle

NYT's The Mini crossword answers for April 23
Closeup view of crossword puzzle clues


Who's Bluey's baby daddy? Season 3 finale episode 'Surprise' ends on a major mystery
Bandit plays with Bingo and Bluey in "Surprise!"
The biggest stories of the day delivered to your inbox.
This newsletter may contain advertising, deals, or affiliate links. Subscribing to a newsletter indicates your consent to our Terms of Use and Privacy Policy. You may unsubscribe from the newsletters at any time.
Thanks for signing up. See you at your inbox!