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What Your Facebook Updates Say About Your Age

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For a long time, psychologists have studied how the words people use correlate with characteristics like gender, personality type, and age. They would answer questions like “do older people use more positive words than younger people?” by making lists of words they deemed positive or negative and then counting them up in language samples of people in different age groups. Now researchers have come up with a new way of looking at the relationship between language and social characteristics where the differences between groups are suggested by the data itself, and not by the researchers. Instead of asking whether characteristics (young, old) correlate with words (positive, negative), it asks which words best distinguish these groups from each other?

The technique allows you to find differences you may not have even thought of. But its sophisticated statistical algorithms require massive quantities of text. A 2013 study by H. Andrew Schwartz and colleagues at the Positive Psychology Center of the University of Pennsylvania and the Psychometrics Centre at the University of Cambridge analyzed 15.4 million Facebook messages from 75,000 volunteers who provided information about their gender, age, and personality type (in the form of a standard personality test). As might be expected from Facebook messages, some of the researchers' findings below are NSFW.

Among the insights uncovered were a strong correlation between introversion and Japanese media (“anime,” “manga,” “pokemon”) and a stronger tendency for males to say “my girlfriend/wife” than for females to say “my boyfriend/husband.”

With respect to age, the major concerns of each life stage, unsurprisingly, are represented in the words people use at those stages. These word clouds show the words used in four different age groups. Unlike most word clouds, the size of the word doesn’t indicate how frequent that word is. Rather, it shows how well that word distinguishes that age group from the others. So four life stages might be summed up like this:

13-18: emoticons, school, homework
19-22: profanity, campus, semester, 21st
23-29: at_work, days_off, office, beer, wedding
30-65: family and friends, daughter, son, kids, repost, copy_and

High school kids are talking about school, college kids are swearing and talking about their 21st birthdays, young adults are talking about work, weddings, and beer, and older adults are talking about family and forwarding those “please repost” and “copy and paste” Facebook messages.

Via study

Other graphs tell different types of stories. These plots of the frequency of certain types of words show how negativity seems to decrease with age while positivity increases (confirming previous research on the age-related positivity effect) and how people use “I” less and “we” more as they get older (indicating an increasing focus on social relationships).

Via study

You can explore the age data yourself at the World Well-Being Project site where you can generate a plot for words of your choice. Here are a few that I tried:

For baby, cat, and dog

Looks like pets get a bum deal during the baby-making years, but they get the attention back once the kids are older.

For who, what, where, when, why, and how

Most question words cluster together with big dip in the 20’s. But “why” and “where” break the pattern. Do twentysomethings think they know everything except why? Do people worry more about the facts and less about the reasons as they get older? Why do they stop asking why? Do teenagers not care about where things are happening until they start driving? Are older people forgetting where they left their car keys?

For sucks vs. bummer

The use of anything with a touch of profanity goes down with age, but slang doesn’t necessarily decrease. I thought “bummer” was a young person’s word. Guess I’m showing my age.

For pics vs. pix

Pics at 13, pix at 20, pics at 30, pix at 50. Artefact of people not really settling on one or the other? Or something else? I prefer pics, but it looks like my preferences may soon change.

See Also...

10 Facebook Status Updates Gone Horribly Wrong

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Ernest Hemingway’s Guide to Life, In 20 Quotes
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Though he made his living as a writer, Ernest Hemingway was just as famous for his lust for adventure. Whether he was running with the bulls in Pamplona, fishing for marlin in Bimini, throwing back rum cocktails in Havana, or hanging out with his six-toed cats in Key West, the Nobel and Pulitzer Prize-winning author never did anything halfway. And he used his adventures as fodder for the unparalleled collection of novels, short stories, and nonfiction books he left behind, The Sun Also Rises, A Farewell to Arms, Death in the Afternoon, For Whom the Bell Tolls, and The Old Man and the Sea among them.

On what would be his 119th birthday—he was born in Oak Park, Illinois on July 21, 1899—here are 20 memorable quotes that offer a keen perspective into Hemingway’s way of life.

ON THE IMPORTANCE OF LISTENING

"I like to listen. I have learned a great deal from listening carefully. Most people never listen."

ON TRUST

"The best way to find out if you can trust somebody is to trust them."

ON DECIDING WHAT TO WRITE ABOUT

"I never had to choose a subject—my subject rather chose me."

ON TRAVEL

"Never go on trips with anyone you do not love."


Ernest Hemingway Photograph Collection, John F. Kennedy Presidential Library and Museum, Boston. [1], Public Domain, Wikimedia Commons

ON THE RELATIONSHIP BETWEEN INTELLIGENCE AND HAPPINESS

"Happiness in intelligent people is the rarest thing I know."

ON TRUTH

"There's no one thing that is true. They're all true."

ON THE DOWNSIDE OF PEOPLE

"The only thing that could spoil a day was people. People were always the limiters of happiness, except for the very few that were as good as spring itself."

ON SUFFERING FOR YOUR ART

"There is nothing to writing. All you do is sit down at a typewriter and bleed."

ON TAKING ACTION

"Never mistake motion for action."

ON GETTING WORDS OUT

"I wake up in the morning and my mind starts making sentences, and I have to get rid of them fast—talk them or write them down."


Photograph by Mary Hemingway, in the Ernest Hemingway Photograph Collection, John F. Kennedy Presidential Library and Museum, Boston., Public Domain, Wikimedia Commons

ON THE BENEFITS OF SLEEP

"I love sleep. My life has the tendency to fall apart when I'm awake, you know?"

ON FINDING STRENGTH 

"The world breaks everyone, and afterward, some are strong at the broken places."

ON THE TRUE NATURE OF WICKEDNESS

"All things truly wicked start from innocence."

ON WRITING WHAT YOU KNOW

"If a writer knows enough about what he is writing about, he may omit things that he knows. The dignity of movement of an iceberg is due to only one ninth of it being above water."

ON THE DEFINITION OF COURAGE

"Courage is grace under pressure."

ON THE PAINFULNESS OF BEING FUNNY

"A man's got to take a lot of punishment to write a really funny book."


By Ernest Hemingway Photograph Collection, John F. Kennedy Presidential Library and Museum, Boston. - JFK Library, Public Domain, Wikimedia Commons

ON KEEPING PROMISES

"Always do sober what you said you'd do drunk. That will teach you to keep your mouth shut."

ON GOOD VS. EVIL

"About morals, I know only that what is moral is what you feel good after and what is immoral is what you feel bad after."

ON REACHING FOR THE UNATTAINABLE

"For a true writer, each book should be a new beginning where he tries again for something that is beyond attainment. He should always try for something that has never been done or that others have tried and failed. Then sometimes, with great luck, he will succeed."

ON HAPPY ENDINGS

"There is no lonelier man in death, except the suicide, than that man who has lived many years with a good wife and then outlived her. If two people love each other there can be no happy end to it."

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How to Craft the Perfect Comeback, According to Experts
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In a 1997 episode of Seinfeld called “The Comeback,” George Costanza is merrily stuffing himself with free shrimp at a meeting. His coworker mocks him: “Hey, George, the ocean called. They’re running out of shrimp.” George stands humiliated as laughter fills the room, his mind searching frantically for the perfect riposte.

It’s only later, on the drive home, that he thinks of the comeback. But the moment has passed.

The common human experience of thinking of the perfect response too late—l’esprit de l’escalier, or "the wit of the staircase"—was identified by French philosopher Denis Diderot when he was so overwhelmed by an argument at a party that he could only think clearly again once he’d gotten to the bottom of the stairs.

We've all been there. Freestyle rappers, improv comedians, and others who rely on witty rejoinders for a living say their jobs make them better equipped to seize the opportunity for clever retorts in everyday life. They use a combination of timing, listening, and gagging their inner critics. Here are their insights for crafting the perfect comeback.

LISTEN TO YOUR OPPONENT’S ARGUMENT.

The next time you’re in a heated conversation, be less focused on what you're about to say and more attentive to what you're actually responding to. When you spend more time considering what your sparring partner is saying, “you’re deferring your response until you’ve fully heard the other person," Jim Tosone, a technology executive-turned-improv coach who developed the Improv Means Business program, tells Mental Floss. Your retorts may be more accurate, and therefore more successful, when you’re fully engaged with the other person’s thoughts.

DON’T THINK TOO MUCH.

According to Belina Raffy, the CEO of the Berlin-based company Maffick—which also uses improv skills in business—not overthinking the situation is key. “You’re taking yourself out of unfolding reality if you think too much,” she tells Mental Floss. It’s important to be in the moment, and to deliver your response to reflect that moment.

TRAIN THAT SPONTANEOUS MENTAL MUSCLE.

History’s most skilled comeback artists stored witticisms away for later use, and were able to pull them out of their memory at the critical time.

Winston Churchill was known for his comebacks, but Tim Riley, director and chief curator at the National Churchill Museum in Fulton, Missouri, tells Mental Floss that many of his burns were borrowed. One of his most famous lines was in response to politician Bessie Braddock’s jab, “Sir, you are drunk.” The prime minister replied, “And you, Bessie, are ugly. But I shall be sober in the morning, and you will still be ugly.”

Riley says this line was copied from comic W.C. Fields. Nevertheless, it took quick thinking to remember and reshape the quote in the moment, which is why Churchill was thought of as a master of timing. “It was an off-the-cuff recall of something he had synthesized, composed earlier, and that he was waiting to perform,” Riley says.

But in some situations, the retort must be created entirely in the moment. Training for spontaneity on stage also helps with being quicker-witted in social situations, New York City battle rap emcee iLLspokinn tells Mental Floss. It’s like working a spontaneous muscle that builds with each flex, so, you’re incrementally better each time at seizing that witty opportunity.

MUZZLE YOUR INNER CRITIC.

Anyone who has been in the audience for an improv show has seen how rapidly performers respond to every situation. Improv teaches you to release your inhibitions and say what drops into your mind: “It’s about letting go of the need to judge ourselves,” Raffy explains.

One way to break free of your internal editor might be to imagine yourself on stage. In improv theater, the funniest responses occur in the spur of the moment, says Douglas Widick, an improv performer who trained with Chicago’s Upright Citizens Brigade. By not letting one’s conscience be one’s guide, actors can give into their “deepest fantasies” and say the things they wouldn’t say in real life.

IF YOU HAVE AN EXTRA SECOND, HONE YOUR ZINGER.

The German version of Diderot’s term is Treppenwitz, also meaning the wit of the stairs. But the German phrase has evolved to mean the opposite: Something said that, in retrospect, was a bad joke. When squaring up to your rival, the high you get from spearing your opponent with a deadly verbal thrust can be shadowed by its opposite, the low that comes from blurting out a lame response that lands like a lead balloon.

That's a feeling that freestyle rapper Lex Rush hopes to avoid. “In the heat of the battle, you just go for it,” she tells Mental Floss. She likens the fight to a “stream of consciousness” that unfolds into the mic, which leaves her with little control over what she’s projecting into the crowd.

It may help to mull over your retort if you have a few extra seconds—especially if you’re the extroverted type. “Introverts may walk out of a meeting thinking, ‘Why didn’t I say that?’ while extroverts think, ‘Why did I say that?’” Tosone, the improv coach, says. Thinking before you speak, even just briefly, will help you deploy a successful comeback.

And if it doesn’t go your way, iLLspokinn advises brushing off your missed opportunity rather than dwelling on your error: “It can be toxic to hold onto it."

THROW DIGITAL SHADE ACCORDING TO THE SAME RULES—BUT BE QUICK ABOUT IT.

Texting and social media, as opposed to face-to-face contact, give you a few extra minutes to think through your responses. That could improve the quality of your zinger. “We’re still human beings, even on screens. And we prefer something that is well-stated and has a fun energy and wit about it," Scott Talan, a social media expert at American University, tells Mental Floss.

But don't wait too long: Replies lose their punch after a day or so. “Speed is integral to wit, whether in real life or screen life,” Talan says. “If you’re trying to be witty and have that reputation, then speed will help you."

Some companies have excelled in deploying savage social media burns as marketing strategies, winning viral retweets and recognition. The Wendy’s Twitter account has become so well known for its sassy replies that users often provoke it. “Bet you won’t follow me @Wendys,” a user challenged. “You won that bet,” Wendy’s immediately shot back.

George Costanza learns that lesson when he uses his rehearsed comeback at the next meeting. After his colleague repeats his shrimp insult, George stands and proudly announces, “Oh yeah? Well, the jerk store called, and they’re running out of you!”

There’s silence—until his nemesis comes back with a lethal move: “What’s the difference? You’re their all-time best-seller.”

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