A 'Goldilocks' Effect for Online Teens? Moderate Social Media Users Fare Better Than Abstainers or Heavy Users
“Both abstinence and excessive use can be problematic,” researchers suggest.
A giant new study of social media use by fourth through twelfth graders found that moderate use of online platforms was "associated with the best well-being outcomes"—better than those seen with kids who abstained entirely.
"Social media's association with adolescent well-being is complex and nonlinear, suggesting that both abstinence and excessive use can be problematic," concludes the paper, published in JAMA Pediatrics.
Meanwhile, a British study has found "no evidence that time spent on social media or gaming" predicts later development of depression or anxiety.
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No Use Sometimes Worse Than Heavy Use
In the JAMA Pediatrics study, researchers at the University of South Australia looked at three years' worth of data involving 100,991 Australian teens and tweens. It included information on after-school social media use (defined as use between 3 and 6 p.m. on weekdays) and on various measures of well-being, including happiness, optimism, worry, emotional regulation, and cognitive engagement.
The data revealed "a U-shaped association," where both social media abstinence and heavy social media use were linked to poorer well-being while moderate social media use was linked to better well-being.
For older boys, the risks associated with no use exceeded the risks associated with high use.
"For both boys and girls, those with moderate after-school social media use generally had the lowest odds of low well-being across school grade groupings," the paper states.
"Among girls, well-being was highest with no use in early adolescence (grades 4–6), but from middle adolescence (grades 7–9) onward moderate use was most advantageous, while high use was consistently adverse and had the greatest association with low well-being in grades 8 and 9," it elaborates. "Among boys, well-being was similar for nonusers and moderate users in early adolescence (grades 4–6), but from midadolescence (grades 7–9) nonuse became increasingly associated with poorer outcomes, exceeding the risk of high use by late adolescence (grades 10–12)."
"The overall pattern is consistent with the Goldilocks hypothesis," the authors conclude, "which suggests that moderate digital media is least risky, with very low or very high engagement less favorable."
What This Study Can't Tell Us
So what's going on here? Can we conclude that some social media is actually good for kids?
Not exactly. As someone who is always cautioning against misreading correlational studies as causal when they suggest social media harms, I think it's important that we exercise the same prudence here. So—throat clearing time: The fact that no use and high use are associated with poorer well-being does not mean that they cause the poor outcomes. Nor does moderate use being associated with better wellbeing mean that moderate use causes better outcomes.
It's possible that well-adjusted young people with healthy home lives and happy social lives are prone to neither spend too much time on social media nor to avoid it entirely. Meanwhile, people with preexisting mental health problems or life stressors may turn too much to online diversions or avoid it entirely, either by choice or because of parental rules. In other words, poorer or better well-being may drive the amount of social media use rather than the other way around—or some third factor (such as super-strict parents) may drive both the amount of time spent online and overall levels of well being.
It's also worth noting that this study was conducted in a world where much of our social lives are lived virtually, social media are a primary source of both news and entertainment, and so on. In some alternate world in which none of this is true, the "no use" condition for kids could conceivably be optimal. In the world that exists, being entirely removed from social media can be isolating.
Some might see this as an argument for banning minors from social media entirely. After all, if none of them have social media accounts, the FOMO effect might lessen.
But young people would certainly find other digital ways to communicate—group chats and so on—that would leave out some peers, especially peers who were barred from those avenues of communication. And much of the entertainment and politics and activism world would continue to operate on social media, with or without adolescents watching. So even if this were all about social media itself, I'm not convinced a total ban of under-16s or such would make much difference.
And let's keep in mind (once again!) that this almost certainly isn't all about social media itself, since offline conditions and preexisting personalities and problems are likely to drive levels of use at least as much as the other way around.
What This Study Can Tell Us
Come on, those opposed to tech panic can gloat about this study a little, can't we? you might be thinking.
Yes! At least I think we can. Because here's what this study does tell us: Moderate social media use isn't dooming young people. It's possible for them to use social media moderately and still thrive.
We needn't know anything about which way the causation flows to come to those conclusions. It's very clear that, on average, teens and tweens are capable of some social media use while staying sane and healthy.
This counters the narrative put out by a lot of teens-and-tech doomers and the types of people pushing for strict laws that ban teens from social media, require platforms to check everyone's IDs, and so on. Their ideas are premised on the idea that it would be beneficial to get young people off social media entirely. Studies like this one suggest that may not be true.
Keep in mind that the "moderate use" category in this study was not conservative. Up to 12.5 hours per week of social media use between the weekday hours of 3 and 6 p.m. was defined as moderate. So this isn't merely a finding that the smallest smidge of social media is OK.
Some Limitations
Some elements of the Australian study leave something to be desired. It relied on self-reports, which aren't always reliable. It didn't look at time spent on social media outside just-after-school hours. (It's possible—though it seems unlikely—that some heavy users during these hours were rarely users at other times, or that some who abstained during these times were heavy users at other times.)
The biggest limitation I see is that the data covered 2020 to 2022—the COVID years. Not exactly a normal observational period. The pandemic was a particularly bad time to be offline.
The main upside here still stands: Moderate social media use didn't devastate well being.
…But Wait, That's Not All
Yet another huge study of kids and technology also challenges the idea that screen time is inherently negative. This one, conducted by researchers at the University of Manchester and published in the Journal of Public Health, looked at British 11- to 14-year-olds and found "no evidence that time spent on social media or gaming frequency predicted later internalizing symptoms among girls or boys."
Internalizing symptoms include indicators of such problems as anxiety and depression.
Using something called the #BeeWell dataset, the researchers studied subjects at three points in time: autumn 2021, autumn 2022, and autumn 2023.
"The lack of evidence linking social media use or gaming frequency to later internalizing symptoms suggests that these activities may not play a causal role in the development of adolescent mental health difficulties," the researchers conclude.
"Our findings challenge the widespread assumption that time spent on these technologies is inherently harmful and highlight the need for more nuanced perspectives that consider the context and individual differences in their use," they state.
Notably, the study failed to find a reverse sort of causation either. "Our findings did not support the idea that internalizing symptoms predict later social media use," notes the paper.
Taken together, this study and the Australian study "land like a sledgehammer" on "the 'social media is destroying kids' narrative, popularized by Jonathan Haidt and others," writes Mike Masnick at Techdirt. But "this shouldn't be surprising to anyone who has been paying attention," since study after study has been "showing that the relationship between social media and teen mental health is complicated, context-dependent, and nowhere near as clear-cut as Haidt's 'The Anxious Generation' would have you believe."
Discord to Start Requiring IDs or Facial Scans
Ugh: "Discord announced on Monday that it's rolling out age verification on its platform globally starting next month, when it will automatically set all users' accounts to a 'teen-appropriate' experience unless they demonstrate that they're adults," reports The Verge.
The "teen-appropriate experience" means "updated communication settings, restricted access to age-gated spaces, and content filtering," per Discord's announcement. The company adds:
Beginning with a phased global rollout to new and existing users in early March, users may be required to engage in an age-verification process to change certain settings or access sensitive content. This includes age-restricted channels, servers, or commands and select message requests….
Discord users can choose to use facial age estimation or submit a form of identification to its vendor partners, with more options coming in the future. Additionally, Discord will implement its age inference model, a new system that runs in the background to help determine whether an account belongs to an adult, without always requiring users to verify their age. Some users may be asked to use multiple methods if more information is needed to assign an age group.
More Sex & Tech News
• "Arizona must stop enforcing abortion restrictions that predate and contradict a 2024 voter-approved constitutional amendment guaranteeing abortion rights," reports the Associated Press, covering a court ruling released on Friday.
• Utah Senate Bill 73 "would impose a new tax on pornographic websites," reports Fox 13 Salt Lake City. Any money made would be "earmarked for youth mental health resources."
• Introducing…whatever this is:
Welcome to Headquarters, the new Gen-Z led progressive content hub. pic.twitter.com/7EQyz3DFpd
— Headquarters (@HQNewsNow) February 5, 2026
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Please to post comments
"Among girls, well-being was highest with no use in early adolescence (grades 4–6), but from middle adolescence (grades 7–9) onward moderate use was most advantageous, while high use was consistently adverse and had the greatest association with low well-being in grades 8 and 9," it elaborates. "
Paging Dr. Peterson...
...reports Elizabeth Nolan Brown, noted Heavy User of social media.
Just Mastadon
Sounds like exactly what I would have predicted. Socializing gets more complex as you get older. 4th graders aren't going to do well being thrown into social media madness and junior high kids will be left out if they can't participate to some degree in how the kids these days do social interactions.
Moderate Social Media Users Fare Better Than Abstainers or Heavy Users
So we were all worse off when we were forced abstainers in the before days?
I am curious as to if these studies can be replicated?
Seems to be a running issue with social "science".
Taken together, this study and the Australian study "land like a sledgehammer" on "the 'social media is destroying kids' narrative, popularized by Jonathan Haidt and others," writes Mike Masnick at Techdirt.
Is Masnick intentionally retarded or is he just accidentally retarded?
"showing that the relationship between social media and teen mental health is complicated, context-dependent,
I guess this is Masnick's way of saying, "Ok it's true, but it's not as bad as you say..."
He has always been retarded. And ENBs obsession with him is worse than Mike's obsession with her.
You guys hate Mike Masnick because he writes about what retarded hypocrites you guys are. Like this:
https://www.techdirt.com/2026/02/09/nbc-hid-the-boos-for-jd-vance-wheres-trumps-unfair-editing-lawsuit/
It's okay if you edit your news, but only if the president agrees with it.
I do not understand ENB's love obsession with Masnick.
I don't see how it's destroying the narrative unless it also shows that most kids are in the moderation sweet spot. If many or most kids are heavy users, then it would likely support that narrative.
AI not feeling so libertarian now? Also, why can't the private sektor doo age verification voluntarialee?
Some elements of the Australian study leave something to be desired. It relied on self-reports, which aren't always reliable.
Oh Jesus...
The study becomes much more impactful if you imagine every one of the subjects is named "Boaty McBoatface".
Over/under on whether ENB participated in this study and if she rated her well-being as "mid".
The most important data point is missing: what was the definition of "well being"?
Then we factor in all the errors in the "studies", and learn nothing.
More precisely, this study isn't really telling us anything because the margins of error for the different lines mostly overlap. The null hypothesis (that there is no causal relationship) cannot be rejected based on these data.
That said, a hormesis effect (the "u-shaped" finding) is very likely to be true since it's true in almost all other social and biological contexts. It just hasn't been proven so far.
The unnamed 'British study' has the only valid conclusion so far - that there is "'no evidence that time spent on social media or gaming' predicts later development of depression or anxiety."
correction - the british study is named, just not until much later in the article and I missed it in the first pass.
I don't need a study to know that my kids shouldn't be on social media. I can just go check it out. Huge waste of time at best.
A 'Goldilocks' Story for Adult-aged Online Teens
(for the short form thinkers: GTFO with your "Goldilocks Theory" bullshit)
Once upon a time, deep in a quiet forest that also happened to host a small but well-funded research institute, lived three bears: Dr. Papa Bear, Dr. Mama Bear, and their junior associate, Baby Bear.
They weren’t ordinary bears. They were researchers—specializing in Applied Bat Sciences.
For months, they had been working on a critical project: finding the perfectly sized baseball bat to humanely and efficiently chase trespassers out of their habitat. Recent incidents involving picnickers, influencers, and one unfortunate yoga retreat had made the work feel urgent.
One morning, the trio gathered in their lab (which looked suspiciously like a cozy cabin).
On the table lay three prototype bats.
Papa Bear adjusted his glasses and picked up the first.
“This bat is too big,” he said, swinging it experimentally. The momentum nearly spun him into a filing cabinet labeled Grant Proposals, 2023–2025.
Mama Bear tried the second bat.
“This bat is too small,” she said, tapping it against the floor. It made a polite thok that inspired absolutely no fear.
Baby Bear lifted the third bat. He took a careful practice swing.
“This bat feels just right,” he said, jotting notes on a clipboard.
Before finalizing their findings, the bears decided to take a short walk to let the data marinate.
That’s when Goldilocks arrived.
Goldilocks, who had an impressive talent for wandering into other people’s research facilities, pushed open the door.
Inside, she found three desks with three laptops, three coffee mugs, and three bowls of experimental oatmeal—each labeled with nutritional metrics.
She tasted Papa Bear’s oatmeal.
“Too hot!”
She tried Mama Bear’s.
“Too cold!”
Then Baby Bear’s.
“Oh wow,” she said. “Perfectly optimized for mouthfeel.”
She finished the entire bowl.
Encouraged by her success, Goldilocks wandered deeper into the lab.
She sat in Papa Bear’s ergonomic chair.
“Too firm!”
She tried Mama Bear’s standing desk.
“Too tall!”
Then she sank into Baby Bear’s beanbag chair.
“This one has excellent lumbar support.”
Unfortunately, the beanbag chair was still in beta testing and promptly split open, scattering memory foam everywhere.
Feeling sleepy from unauthorized oatmeal consumption, Goldilocks wandered upstairs and found three nap rooms.
Papa Bear’s bed was too hard.
Mama Bear’s was too soft.
Baby Bear’s was just right.
So she curled up and fell asleep beneath a poster that read:
ETHICAL TRESPASSER DETERRENCE: A GRANT-FUNDED JOURNEY.
Moments later, the bears returned from their walk.
They stopped short when they saw the empty bowl.
“Someone’s been eating our control samples,” Papa Bear said.
“And sitting in our furniture,” Mama Bear added, noticing the foam spill.
Baby Bear gasped. “My chair!”
The researchers followed the trail upstairs.
There, in Baby Bear’s bed, was Goldilocks.
Papa Bear quietly retrieved the oversized bat.
Mama Bear picked up the undersized one.
Baby Bear, with calm scientific confidence, lifted the perfectly sized bat.
Goldilocks woke up to three bears in lab coats standing over her.
She screamed.
The bears didn’t chase her aggressively—they applied peer-reviewed deterrence methodology.
Baby Bear gave one firm, authoritative swing into the air beside her.
“Ma’am,” he said, “this is a restricted research facility.”
Goldilocks didn’t wait for further explanation.
She bolted out the door, sprinted through the forest, and vowed never again to trespass in bear-funded science spaces.
The bears watched her go, then returned to their lab.
Papa Bear nodded.
“Well,” he said, “the field test was successful.”
Mama Bear updated the spreadsheet.
Baby Bear wrote the conclusion:
Bat size three: optimal.
And from that day on, Goldilocks stuck to hotels—and the bears published their findings in the Journal of Woodland Applied Physics.
Seriously, your (ab)use of the term "Goldilocks Effect" is retarded. Indistinguishable from the same (ab)use of "silver bullets" and "sweet spots".
At their most useful, they're a way to wave away more precise analysis and prediction but, in this case, the analysis and associated prediction or use of the model is poor.
Might as well go work for Roddenberry and Shatner and explain how Social Media is like a never-before-seen deep space organism that feeds on attention so you have to feed it a little bit, but not too much or it will explode like a balloon.
Not reading all that, but LOL at the idea that "abstinence from social media" can be problematic.
Good grief, how ever did humanity live before Zuckerburger's web page came along a few years ago?
Is Reason funded by big tech or what? They always have mega big tech globalist takes.
Just from the graph in the image:
Boys like it until the internet memes get old. Then virtually any amount of additional use as they mature makes them less happy. Girls similarly enjoy short form content, except they continue to engage more and more without gaining any additional self-worth... to the point of being indistinguishable from not using it at all.
Which, of course, ENB sums up with "Goldilocks!".
I have a new conspiracy theory:
The left is screwing up the education in part so no one will be able to read 'the things that were', and will have to rely on Big Brother's Ministry of Truth in broadcast form.
But not so much that it's painfully obvious to even really, really stupid people, nor so slow that even really smart people couldn't detect it because it would effectively never get done. Goldilocks Conspiracy Theory!
https://www.cbsnews.com/news/appeals-court-endorses-trump-policy-of-holding-many-ice-detainees-without-bond-hearings/
How long before the Reason article telling us the District Court judges are out of control and need to be ignored?
As an autistic dopaminer who only recently have learned how being both autistic and ADHD has affected my life, I can't help but wonder: does the study have cause and effect backward?
As a dopaminer, I am susceptible to the constant flow of information, and thrilled by the "thrill of the hunt" getting into frays of some serious (and not so serious) arguments online.
As an autistic, I don't get social interaction. It just doesn't make sense, no matter how hard I try! I have had to learn to refrain from arguments, at least on Facebook, to preserve friendships, not knowing when I should quit, or gracefully pseudo-concede to end an argument, etc.
So when I'm engaged, I'm super engaged, and am burning myself out -- but when I withdraw, I am practically abstaining, and am very lonely. I cannot help but suspect that social media amplifies our weaknesses, and thus what seems like bad effects of social media may very well merely be a good proportion of us who struggle with life, with social media merely being one aspect of that.
Do I have a good solution for this? No, no I don't. If I did, I'd apply it to myself! But I'm trying ....