Facebook Algorithm Predicts If Your Relationship Will Fail

By Breanna Draxler | October 29, 2013 4:08 pm

couple on facebook in relationship

If you tell Facebook you’re in a relationship, but don’t say with whom, then you might think you’ve got some privacy. But think again: A newly developed algorithm can identify which “friend” you’re dating and predict whether or not that relationship will last.

The number-crunching was conducted by a computer scientist and a Facebook engineer, using a dataset of 1.3 million Facebook users who met three criteria. Each was 1) at least 20 years old, 2) listed their relationship status as married, engaged or dating and 3) had at least 50 friends. The researchers used the data to come up with a new metric they call dispersion—the extent to which two people’s mutual friends overlap.

Facebook as Fortune-Teller

In a relationship with high dispersion, a woman would be connected to all of her boyfriends’ closest friends, and he to hers, but those friends would not be friends with one another. In a relationship with low dispersion, by contrast, those mutual friends are more connected to each other.

People tend to have highest dispersion with their family members and with romantic partners, the researchers found. And by taking into account factors like age, gender and where users live, the algorithm could narrow this down to the most likely boyfriend/girlfriend with 60 percent accuracy. That may not seem like great odds, but keep in mind that with the minimum number of friends (50), the chances of a random correct guess would only be 2 percent.

One Failure Leads to Another

Even the algorithm’s incorrect guesses were surprisingly informative, as The New York Times describes,

Particularly intriguing is that when the algorithm fails, it looks as if the relationship is in trouble. A couple in a declared relationship and without a high dispersion on the site are 50 percent more likely to break up over the next two months than a couple with a high dispersion, the researchers found. (Their research tracked the users every two months for two years.)

The paper, published in ArXiv this week, argues that the most successful relationships are those with high dispersion, where romantic partners widen each other’s social worlds while maintaining their own circle of friends. This makes sense. What may be more surprising is if and how Facebook decides to put this metric to use. Keep that in mind next time you consider changing your relationship status on the FB.

Image credit: Stuart Jenner/Shutterstock

CATEGORIZED UNDER: Space & Physics, top posts
  • Wei Zhao


  • Buddy199

    Facebook has got to be the most inane invention in human history.

  • philgrimm

    Those seem to be limiting criteria. Not easily translated into real life.

  • Bill C

    I think this basically says dating someone from a mutual group of friends (and I’m guessing that’s the way most of these start) is generally a bad idea.

    • Bill C

      “these” = low dispersion relationships

  • xenophone

    It’s an interesting observation but maybe not as surprising as it sounds. I’d think a married couple whose respective group of friends are mostly distinct, i.e., they don’t share many friends, is not a very close couple. Also, generally we can probably assume that the newer a relationship is, the lower the ‘dispersion’. A two month old relationship is probably WAY more likely to end in two months than a 5 year relationship.

  • Joseph Cotton

    Then, there is that famous story where Target sent baby coupons to a teenage girl living at home. Her father was angry and complained. But it turned out that his daughter was indeed, pregnant.

  • Casey

    Its fascinating. I wish I could play with the algorithm and see what it says about me and people I know just for fun.


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