Wow. Are we that predictable? Uh, yeah, as it turns out.
As the ongoing mining of data about our daily proclivities expands ever wider and deeper, we are learning more about how we signal our inclinations, often unwittingly.
In a recent, but not entirely surprising report, researchers at Facebook have discovered that as people's relationships change, that movement is often reflected by their social media activity.
So many of us live so much of our lives online that the fact that online behavior mimics - or anticipates 'real' behavior - seems only natural. Of course, that begs the question of which behavior is actually real these days - the digital or the kind we used to refer to as actual. JL
Robinson Meyer reports in The Atlantic:
“During the 100 days before the relationship starts, we observe a slow but
steady increase in the number of timeline posts shared between the future
couple.”
Facebook might understand your romantic prospects better than you do.
In a
blog post published yesterday, the company’s team of data scientists
announced that statistical evidence hints at budding relationships before the
relationships start.
As couples become couples, Facebook data scientist Carlos Diuk writes,
the two people enter a period of courtship, during which timeline posts
increase. After the couple makes it official, their posts on each others’ walls
decrease—presumably because the happy two are spending more time together.
In the post on Facebook’s data science blog, Diuk gives
hard numbers:
During the 100 days before the
relationship starts, we observe a slow but steady increase in the number of
timeline posts shared between the future couple. When the relationship starts
("day 0"), posts begin to decrease. We observe a peak of 1.67 posts per day 12
days before the relationship begins, and a lowest point of 1.53 posts per day 85
days into the relationship. Presumably, couples decide to spend more time
together, courtship is off, and online interactions give way to more
interactions in the physical world.
You can see these data in the chart above. The number of wall posts climbs
and climbs—until it tumbles when things become official.
The Facebook Data Science team has been releasing information all week about
what the company’s massive trove of data reveals about relationships, from how
long they last to how love correlates to religion
and age.
This is my favorite post of theirs, though—it shows something you grasp, I
think, if you’ve ever seen a Facebook couple come into being.
Diuk also
writes that, even though the number of wall posts goes down once the
relationship starts, the wall posts becomes happier.
“We observe a general increase [in sentiment] after the relationship's
‘day 0,’ with a dramatic increase in days 0 and 1!” he says.
Here’s a chart describing that change: Facebook
Sentiment analysis, as described above, is a far from perfect science. Robots
are not very good at sarcasm. But it’s often interesting. The data science team took other measures to improve its data. To weed
out Facebook faux-relationships, it only looked at couples who “declared
an anniversary date” between April 2010 and October 2013, not just those
who changed their relationship status. For the sentiment analysis, it focused
only on English-speaking users.
As a Partner and Co-Founder of Predictiv and PredictivAsia, Jon specializes in management performance and organizational effectiveness for both domestic and international clients. He is an editor and author whose works include Invisible Advantage: How Intangilbles are Driving Business Performance. Learn more...
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