[HN Gopher] Humans peak in midlife: A combined cognitive and per...
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       Humans peak in midlife: A combined cognitive and personality trait
       perspective
        
       Author : Brajeshwar
       Score  : 136 points
       Date   : 2026-02-09 14:18 UTC (8 hours ago)
        
 (HTM) web link (www.sciencedirect.com)
 (TXT) w3m dump (www.sciencedirect.com)
        
       | psiops wrote:
       | The best is yet to come!
        
         | euroderf wrote:
         | ... says the HR rep, as you are cleaning out your desk.
        
           | pizzafeelsright wrote:
           | Derf, I challenge your next comment to be the opposite of
           | which what you want to respond.
        
       | throwaway713 wrote:
       | > Fluid intelligence, which peaks near age 20 and declines
       | materially across adulthood [...] while fluid intelligence may
       | decline with age, other dimensions improve (e.g., crystallized
       | intelligence, emotional intelligence)
       | 
       | As someone well past "peak" fluid intelligence at this point, I
       | always hate reading research like this. "Crystallized
       | intelligence" and "emotional intelligence" are the consolation
       | prizes no one really wants.
       | 
       | I'd rather we instead perform research to identify how one might
       | reverse the decline of fluid intelligence...
        
         | ch4s3 wrote:
         | > are the consolation prizes no one really wants.
         | 
         | If you can't figure out how to use accumulated knowledge and
         | advanced people skills by your late 30s, then maybe you weren't
         | so rational or adaptable to new situations in the first place.
         | Things may not click for me like they did when I was 25, but I
         | usually see right away when I have relevant knowledge to solve
         | a problem or when I know someone who can help.
        
           | drivebyhooting wrote:
           | That was harsh. So in addition to declining fluid
           | intelligence there is no consolation prize in store for op or
           | myself?
        
             | usui wrote:
             | I think you misunderstood
        
         | piyuv wrote:
         | YMMV, but I was too horny to actually make use of my superior
         | fluid intelligence in my 20s, so I'm content with the tradeoff
         | here.
        
           | SketchySeaBeast wrote:
           | I guess it depends on your definition of "fluid"
           | intelligence, though I was bad with both of them in my 20s.
        
             | komali2 wrote:
             | Those of us that grew up stupid have the advantage here -
             | our coping mechanisms never stop working! Everyone else has
             | to relearn how to make it work.
        
             | stego-tech wrote:
             | Both of you take your well-deserved upvotes and scram.
        
         | kranner wrote:
         | > "Crystallized intelligence" and "emotional intelligence" are
         | the consolation prizes no one really wants.
         | 
         | Strongly disagree.
         | 
         | Crystallized intelligence lets me see analogies and relations
         | between disparate domains, abstract patterns that repeat
         | everywhere, broadening my vision from a blinkered must-finish-
         | this-task to a broader what-the-hell-is-this-world-I'm-in. I'm
         | old enough to realise life is finite. Nothing satisfies like
         | understanding.
         | 
         | Emotional intelligence lets me actually behave more like what I
         | know a sane person should behave like. It lets me see I don't
         | have to act on every passing whim and fancy, which are more
         | like external noise than something of an essential expression
         | from my inner self (which is a culturally-instigated fantasy).
         | It lets me see how I'm connected to everyone else and
         | everything in the world. Why I shouldn't stuff my own pockets
         | at everyone else's expense. Why making other people unhappy
         | ultimately makes myself unhappy. It wouldn't have been that
         | hard to spot if I hadn't been caught up in fluid intelligence
         | feats of strength.
         | 
         | These are the real rewards of middle age, not anyone's
         | consolation prizes.
         | 
         | That said, I respect your right to disagree. But I feel this
         | particular way.
        
         | AnimalMuppet wrote:
         | Don't knock crystallized intelligence.
         | 
         | In my 20s, I could learn a programming language in a weekend by
         | reading a book. I could write code fast. I could figure out
         | bugs. I felt so fast and so smart.
         | 
         | In my 40s and 50s, I looked back at that guy with some
         | amusement. Sure, I didn't type as fast. But I spent a lot less
         | time debugging because I wrote it right the first time, because
         | I could just see what the right thing do to was. Net result was
         | that I produced working code in less time. 48 might have been
         | my peak year.
        
           | micromacrofoot wrote:
           | agreed, I may learn slower as I age... but I spend a lot less
           | time making stupid mistakes as I do it
        
         | rawgabbit wrote:
         | The paper actually argues we peak in our 50s.
         | 
         |  _"Across both model weightings, humans appear to reach their
         | peak in cognitive-personality functioning between the ages of
         | 55 and 60."_
        
         | AnotherGoodName wrote:
         | Really? What did you achieve in those times of high fluid low
         | emotional intelligence?
         | 
         | I played a whole lot of video games myself. It's nice to look
         | back at would i could have achieved with my current perspective
         | but that's kind of the point of this.
        
         | dlisboa wrote:
         | Emotional intelligence is what allows you to actually raise
         | kids. Having it at midlife is a benefit, not a downside.
        
         | hbosch wrote:
         | "Fluid intelligence" is not very valuable when it comes to
         | long-term decision making.
        
         | alphazard wrote:
         | What they call "fluid intelligence" is just intelligence and
         | the rest are skills/aptitudes. "Crystallized intelligence" is
         | more plainly: efficacy/productivity and it's common knowledge
         | that people are most productive during the middle of their
         | lives. When they have the best balance of knowledge accumulated
         | and raw intelligence.
         | 
         | In humans, intelligence manifests as memory, spatial and verbal
         | reasoning, pattern recognition, etc. What is so interesting
         | about IQ and g (the general factor) is that all of these
         | abilities trend together. A score in one area is a good
         | prediction of the score in another area. There is no reason why
         | that must be the case a priori, and LLMs are a great example of
         | an intelligent system which is much better at recalling
         | information than it is at reasoning.
         | 
         | Human aging doesn't seem to affect all of these abilities
         | uniformly. e.g. Everyone seems to complain about memory the
         | most (and that matches my experience), but I've been pleasantly
         | surprised how well neuroplasticity and pattern recognition have
         | held.
        
           | rawgabbit wrote:
           | LLMs in my opinion is pattern recognition of text sequences
           | at an almost infinite scale. My understanding is that "world
           | models" is an attempt to replace the text sequences with more
           | realistic approximations of the world. But they still plan to
           | use pattern recognition.
           | 
           | In the meantime, humans would still need to do the reasoning.
        
           | tomrod wrote:
           | Then perhaps the peak identification is wrong -- surely they
           | haven't tested solid comparison groups for such claims, like
           | individuals that didn't receive education later in life.
        
         | UK-Al05 wrote:
         | Isn't fluid intelligence learning? and crystallized
         | intelligence stuff you already know?
        
         | jampekka wrote:
         | Crystallized intelligence makes you good at solving problems,
         | emotional intelligence makes you good at life, fluid
         | intelligence makes you good at solving puzzles.
         | 
         | I'd gladly trade in some of the fluid intelligence I have left
         | for more emotional intelligence.
        
         | somenameforme wrote:
         | Or you could just join me and be in denial of it.
         | 
         | I'm only half joking. I think it's notable that chess players
         | tend to peak in their mid to late thirties. But that's only
         | looking at world class players who have reached something
         | relatively close to their genetic potential for the
         | understanding we have today. It's entirely possible for
         | 'regular' humans to continue seeing major improvement well past
         | 40. I know that some players have achieved the GM title in
         | their 50s and 60s. These were already strong players
         | beforehand, but maintaining the level of play to get those
         | norms and ratings is a very significant task for anybody.
         | 
         | It's entirely possible that these observations are 100%
         | consistent with the reported observations and analyses, but if
         | so then those analyses don't really matter in the way that we
         | intuitively think they'd matter.
        
         | dsign wrote:
         | > As someone well past "peak" fluid intelligence at this point,
         | I always hate reading research like this. "Crystallized
         | intelligence" and "emotional intelligence" are the consolation
         | prizes no one really wants.
         | 
         | At the end, I agree with you, but for a different reason. My
         | fluid intelligence is still doing well, but my newly acquired
         | "crystallized" and "emotional" intelligence are just good to
         | let me understand why people want to write existential horror
         | stories. Hell, I now realize that some of the dark stuff I
         | didn't want to touch with a long pole three years ago are in
         | fact escapism to a rosier parallel universe. I liked myself
         | better when I was sixteen years old and I couldn't understand
         | that boy one year older than me who said he despised our
         | prisons of flesh. May you be doing well Y.P., and if you happen
         | to stumble upon this paragraph, know it took me 25 years to see
         | what you saw so clearly.
        
         | ajuc wrote:
         | > "Crystallized intelligence" and "emotional intelligence" are
         | the consolation prizes no one really wants.
         | 
         | Speak for yourself. I'd happily retroactively trade a dozen IQ
         | points back in my 20s for emotional intelligence. I'd be much
         | happier.
        
         | keiferski wrote:
         | Crystallized intelligence sounds like "wisdom" to me, and
         | emotional intelligence sounds like "charisma + tact + empathy."
         | Those are all things a person should definitely want, probably
         | even more than raw intelligence itself.
        
         | glerk wrote:
         | An individual can improve their fluid intelligence ("variance")
         | through a variety of means well into adulthood. Yes, more
         | research is needed (and I'm sure a lot of research is being
         | done), but I can guarantee you can already do this reliably
         | right now.
        
           | ivandenysov wrote:
           | Which approaches do you think work well?
        
       | tmoravec wrote:
       | > Yet, human achievement in domains such as career success tends
       | to peak much later, typically between the ages of 55 and 60. This
       | discrepancy may reflect the fact that, while fluid intelligence
       | may decline with age, other dimensions improve (e.g.,
       | crystallized intelligence, emotional intelligence).
       | 
       | Isn't it about accumulated human capital (aka social networks)
       | and experience more than anything else?
        
         | hbosch wrote:
         | Experience hardens crystallized intelligence.
        
         | arctic-true wrote:
         | Yes, and that's also why "career success" here really only
         | means "modern era white collar career success". In other times
         | and other fields it can look very different.
        
           | umeshunni wrote:
           | Yes - I suspect this doesn't apply to blue collar or fields
           | like art and sports.
        
           | seizethecheese wrote:
           | This definitely is not true, outside of physical domains.
           | 
           | I chose a random domain (philosophers writing their seminal
           | work) and found that most wrote them in their 40s. Kant wrote
           | the critique of pure reason at 57 years old!
        
       | eaandkw wrote:
       | Reading the abstract it would seem a good reason for positions in
       | government like the President to be restricted to ages 40-65.
        
         | skeeter2020 wrote:
         | that's before you even look at medically-related and late age
         | cognitive decline, but unfortunately there are massive socio-
         | economic effects that work against this
        
           | randcraw wrote:
           | More than socio-economic, the chief factor that advances US
           | political candidates is, simply, fame. These days fame is
           | achieved by somehow becoming an outlier: loud extremism,
           | incessant self promotion, and spending truly insane amounts
           | of money. Intelligence of any kind is irrelevant.
        
         | tonyedgecombe wrote:
         | Voting as well.
        
           | AndroTux wrote:
           | Hell naw
        
       | bethekidyouwant wrote:
       | Fluid intelligence is the confidence you feel at trivia night in
       | the third round
        
       | gowld wrote:
       | Is this a "How to lie with statistics" paper, where investigator-
       | selected parameters for the weighted average determine the
       | result?
        
       | CrzyLngPwd wrote:
       | Whoop!
       | 
       | Still in the game :-)
        
       | TaupeRanger wrote:
       | This is pretty silly. Your memory obviously gets a little worse
       | as you age, with most of the noticeable decline coming in very
       | late age. But the artificial measures/definitions of things like
       | "fluid" intelligence are mostly useless. Just pulling up one of
       | the studies cited in the article which is supposed to measure the
       | "reasoning" aspect of "fluid" intelligence, presents a huge host
       | issues immediately [1].
       | 
       | Aside from the lack of randomization, you have obvious validity
       | problems. The interpretation of nebulous words like "reasoning"
       | as being accurately measured by e.g. accuracy on Raven matrices
       | (construct validity?) and younger participants having been primed
       | by recent test-taking experience while real-world reasoning
       | skills aren't really reflected - it's all quite specious.
       | 
       | Real-world decisions are value-laden and constraint-laden!
       | "Intelligence" does not mean "maximizing abstract pattern
       | detection". If you keep your brain active with a wide range of
       | creative, interesting problems, you will be fine apart from
       | neurodegenerative diseases, which have real effects.
       | 
       | https://pubmed.ncbi.nlm.nih.gov/30211596/
        
       | squidbeak wrote:
       | I'm a layman to this jargon, but are 'crystallized intelligence'
       | and 'emotional intelligence' in any actual sense 'intelligence'?
       | I can't see how these terms mean anything other than judgement,
       | experience, maturity etc, which are already good enough labels
       | for this stuff. Can anyone explain what these flashier new terms
       | offer over them?
        
         | eudamoniac wrote:
         | They offer the dilution of the word "intelligence" so that we
         | can pretend ever more strongly that it doesn't really exist as
         | a concept, and therefore eventually stop measuring it
         | (especially across populations)
        
         | jltsiren wrote:
         | Intelligence is a vague concept anyway.
         | 
         | One way to look at this is that "fluid intelligence" represents
         | potential intelligence or raw processing power. "Crystallized
         | intelligence" and "emotional intelligence" are then actual
         | intelligence, or the intelligence another person can see.
         | 
         | Or maybe a bit less seriously: In my experience, fluid
         | intelligence often manifests as stupidity in young people, for
         | whatever reason. Crystallized intelligence and emotional
         | intelligence then represent intelligence as a lack of
         | stupidity.
        
       | stego-tech wrote:
       | I quite like this paper. Does a great job laying out scientific
       | support for things we already "knew" in our guts - like having
       | retirement ages at around 65, for instance, being an ideal
       | milestone to start transitioning folks from leading hard work to
       | supporting activities.
       | 
       | Where I worry is that these papers will be used to justify
       | ageism. Looking through these comments, there's quite a lot of
       | positions being bandied around that I've heard justify some truly
       | atrocious hiring/firing decisions before, and we need to be
       | cognizant of the reality that age alone is not an indicator of
       | success or failure for a given role or task. It's helpful to keep
       | looking into this, but we also need to be aware of our own
       | biases.
        
         | shafoshaf wrote:
         | I don't know that people are really looking for things to
         | justify their ageism, just like I don't feel that racists are
         | actually trying to justify their view.
         | 
         | As a seasoned citizen myself (55), what I've experienced is
         | that ageism seems to be more about having common points of view
         | and cultural references. It is similar to how several studies
         | show that people tend to hire others just like themselves
         | despite actual credentials. This is the challenge with age,
         | race, culture, and even sex.
         | 
         | I do like that this paper shows that I will be just coming off
         | my peak of power at 65 and that all I need to know is what 6-7
         | means so I can talk to my younger colleagues. :)
        
       | giantg2 wrote:
       | I peaked in high school
        
         | randcraw wrote:
         | Intellectually, maybe. But emotionally, let's hope not. I was a
         | major twerp in high school.
        
       | randcraw wrote:
       | If fluid intelligence is based on the ability to recognize new
       | patterns (unsupervised learning) and crystallized intelligence on
       | recognizing known patterns (supervised learning), then more than
       | physiology, age alone may differentiate the two.
       | 
       | Youngsters know no patterns so they can't match new events to
       | known ones. Oldsters know that most seemingly new stuff is not
       | really new, it's just the same old stuff, so they reduce the cost
       | of thinking and reject the noise by adding the new unlabeled
       | event to an existing cluster rather than creating a new noisy
       | one. That's wisdom. But that's also a behavior that will
       | inevitably increase as we age and our clusters establish
       | themselves and prove their worth.
       | 
       | So aren't those two forms of intelligence less about a difference
       | in brain physiology and more about having learned to employ
       | common sense?
        
       | epsilonsalts wrote:
       | Do we peak or are there fewer patterns than we want to believe
       | and eventually accept and just quit looking?
       | 
       | Sure we can generate syntactic and semantic descriptions
       | endlessly but to use software as an example, we made a lot of the
       | same things that look different only in the symbols used.
       | 
       | Ansible and Chef. Terraform and Pulumi. Ruby and Python. Windows
       | and Linux. Burger shack 1, burger shack 2. They all solve the
       | same problem.
       | 
       | Being able to generate semantics endlessly does not upend our
       | daily patterns and routines. Life on Earth is pretty obvious.
        
       | indycliff wrote:
       | Perhaps fluid intelligence peaks at 20 because the drinking age
       | is 21.
        
       | indycliff wrote:
       | Since when is 20 midlife?
        
       | tsoukase wrote:
       | Fluid intelligence must be the classical one that the IQ
       | measures. Crystallized and emotional must be the experience,
       | professional and social respectively.
       | 
       | In my case I was quite good with numbers in my 20s, not any more
       | in my late 40s. But I believe now I know the world best in my
       | life and that is increasing.
        
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