Showing posts with label IQ. Show all posts
Showing posts with label IQ. Show all posts

Saturday, 21 June 2025

"AI isn't making us more productive. It's making us cognitively bankrupt."


"MIT [that's the real one, not the imposter in Manukau] just completed the first brain scan study of ChatGPT users & the results are terrifying. Turns out, AI isn't making us more productive. It's making us cognitively bankrupt. 

"Here's what 4 months of data revealed: (hint: we've been measuring productivity all wrong)
"83.3% of ChatGPT users couldn't quote from essays they wrote minutes earlier. Let that sink in. You write something, hit save, and your brain has already forgotten it because ChatGPT did the thinking.
"Brain scans revealed the damage: neural connections collapsed from 79 to just 42. That's a 47% reduction in brain connectivity. If your computer lost half its processing power, you'd call it broken. That's what's happening to ChatGPT users' brains....
"Here's the terrifying part: When researchers forced ChatGPT users to write without AI, they performed worse than people who never used AI at all. It's not just dependency. It's cognitive atrophy. Like a muscle that's forgotten how to work.

"The MIT team used EEG brain scans on 54 participants for 4 months. They tracked alpha waves (creative processing), beta waves (active thinking), and neural connectivity patterns. This isn't opinion. It's measurable brain damage from AI overuse.
"The productivity paradox nobody talks about: Yes, ChatGPT makes you 60% faster at completing tasks. But it reduces the 'germane cognitive load' needed for actual learning by 32%. You're trading long-term brain capacity for short-term speed.... Many recent studies underscore the same problem, including this one by Microsoft:

"MIT researchers call this 'cognitive debt' - like technical debt, but for your brain. Every shortcut you take with AI creates interest payments in lost thinking ability. And just like financial debt, the bill comes due eventually. But there's good news...

"Because session 4 of the study revealed something interesting: People with strong cognitive baselines showed HIGHER neural connectivity when using AI than chronic users. But chronic AI users forced to work without it? They performed worse than people who never used AI at all.

"The solution isn't to ban AI. It's to use it strategically. ... The first brain scan study of AI users just showed us the stakes. Choose wisely."
~ Alex Vacca

Thursday, 31 May 2018

QotD: Too many sadly undereducated and ill-read former libertarians


" 'I used to believe in human liberty. But now I realise IQ is the one true faith.' ~ said by so many sadly undereducated and ill-read former libertarians."
~ Jeffrey Tucker.

Tuesday, 11 October 2016

The Intellectual Yet Idiot

 

A clerisy of Intellectuals Yet Idiots (IYIs) has ben quietly hoovering up power around the west, a minority inner circle of no-skin-in-the-game policymaking “clerks” and journalists-insiders whose power-nannying is as odious as it is repellent.
Nassim Taleb exposes the species in this guest post.

What we have been seeing worldwide, from India to the UK to the US, is the rebellion against the inner circle of no-skin-in-the-game policymaking “clerks” and journalists-insiders, that class of paternalistic semi-intellectual experts with some Ivy league, Oxford-Cambridge, or similar label-driven education who are telling the rest of us 1) what to do, 2) what to eat, 3) how to speak, 4) how to think… and 5) who to vote for.

But the problem is the one-eyed following the blind: these self-described members of the “intelligentsia” can’t find a coconut in Coconut Island, meaning they aren’t intelligent enough to define intelligence hence fall into circularities — but their main skill is capacity to pass exams written by people like them. With psychology papers replicating less than 40%, dietary advice reversing after 30 years of fatphobia, macroeconomic analysis working worse than astrology, the appointment of Bernanke who was less than clueless of the risks, and pharmaceutical trials replicating at best only 1/3 of the time, people are perfectly entitled to rely on their own ancestral instinct and listen to their grandmothers (or Montaigne and such filtered classical knowledge) with a better track record than these policymaking goons.

IYI1Indeed one can see that these academico-bureaucrats who feel entitled to run our lives aren’t even rigorous, whether in medical statistics or policymaking. They can’t tell science from scientism — in fact in their eyes scientism looks more scientific than real science. (For instance it is trivial to show the following: much of what the Cass-Sunstein-Richard Thaler types — those who want to “nudge” us into some behaviour — much of what they would classify as “rational” or “irrational” (or some such categories indicating deviation from a desired or prescribed protocol) comes from their misunderstanding of probability theory and cosmetic use of first-order models.) They are also prone to mistake the ensemble for the linear aggregation of its components as we saw in the chapter [in my book Skin in the Game] extending the minority rule.

The Intellectual Yet Idiot is a production of modernity hence has been accelerating since the mid twentieth century, to reach its local supremum today, along with the broad category of people without skin-in-the-game who have been invading many walks of life. Why? Simply, in most countries, the government’s role is between five and ten times what it was a century ago (expressed in percentage of GDP). The IYI seems ubiquitous in our lives but is still a small minority and is rarely seen outside specialised outlets, think tanks, the media, and universities — most people have proper jobs and there are not many openings for the IYI.

Beware the semi-erudite who thinks he is an erudite. He fails to naturally detect sophistry.

The IYI pathologises others for doing things he doesn’t understand without ever realising it is his understanding that may be limited. He thinks people should act according to their best interests and he knows their interests, particularly if they are “rednecks” or English non-crisp-vowel class who voted for Brexit. When plebeians do something that makes sense to them, but not to him, the IYI uses the term “uneducated”. What we generally call participation in the political process, he calls by two distinct designations: “democracy” when it fits the IYI, and “populism” when the plebeians dare voting in a way that contradicts his preferences. While rich people believe in one tax dollar one vote, more humanistic ones in one man one vote, Monsanto in one lobbyist one vote, the IYI believes in one Ivy League degree one-vote, with some equivalence for foreign elite schools and PhDs as these are needed in the club.

More socially, the IYI subscribes to the likes of The New Yorker. He never curses on twitter [and professes to despise hose who do – Ed.]. He speaks of “equality of races” and “economic equality” but never went out drinking even with a minority cab driver (again, no real skin in the game as the concept is foreign to the IYI). Those in the U.K. have been taken for a ride by Tony Blair. The modern IYI has attended more than one TEDx talks in person or watched more than two TED talks on Youtube. Not only will he vote for Hillary Monsanto-Malmaison because she seems electable and some such circular reasoning, but holds that anyone who doesn’t do so is mentally ill.

The IYI has a copy of the first hardback edition of The Black Swan on his shelves, but mistakes absence of evidence for evidence of absence. He believes that GMOs are “science,” that the “technology” is not different from conventional breeding as a result of his readiness to confuse science with scientism.

IYI2Typically, the IYI get the first order logic right, but not second-order (or higher) effects making him totally incompetent in complex domains. In the comfort of his suburban home with 2-car garage, he advocated the “removal” of Gadhafi because he was “a dictator,” not realising that removals have consequences (recall that he has no skin in the game and doesn’t pay for results).

The IYI has been wrong, historically, on Stalinism, Maoism, GMOs, Iraq, Libya, Syria, lobotomies, urban planning, low carbohydrate diets, gym machines, behaviourism, transfats, Freudianism, portfolio theory, linear regression, Gaussianism, Salafism, dynamic stochastic equilibrium modelling, housing projects, selfish gene, Bernie Madoff (pre-blowup) and p-values. But he is convinced that his current position is right.

The IYI is member of a club to get travelling privileges; if social scientist he uses statistics without knowing how they are derived (like Steven Pinker and psycholophasters in general); when in the UK, he goes to literary festivals; he drinks red wine with steak (never white); he used to believe that fat was harmful and has now completely reversed; he takes statins because his doctor told him to do so; he fails to understand ergodicity and when explained to him, he forgets about it soon later; he doesn’t use Yiddish words even when talking business; he studies grammar before speaking a language; he has a cousin who worked with someone who knows the Queen; he has never read Frederic Dard, Libanius Antiochus, Michael Oakeshot, John Gray, Amianus Marcellinus, Ibn Battuta, Saadiah Gaon, or Joseph De Maistre; he has never gotten drunk with Russians; he never drank to the point when one starts breaking glasses (or, preferably, chairs); he doesn’t even know the difference between Hecate and Hecuba (which in Brooklynese is “can’t tell shit from shinola”); he doesn’t know that there is no difference between “pseudointellectual” and “intellectual” in the absence of skin in the game; has mentioned quantum mechanics at least twice in the past five years in conversations that had nothing to do with physics.

He knows at any point in time what his words or actions are doing to his reputation.

But a much easier marker: he doesn’t even deadlift.


Not an IYI


Postscript

From the reactions to this piece, I discovered that the IYI has difficulty, when reading, in differentiating between the satirical and the literal.

PostPostcript

The IYI thinks this criticism of IYIs means “everybody is an idiot”, not realising that their group represents, as we said, a tiny minority — but they don’t like their sense of entitlement to be challenged and although they treat the rest of humans as inferiors, they don’t like it when the waterhose is turned to the opposite direction (what the French call arroseur arrosé). (For instance, Richard Thaler, partner of the dangerous GMO advocate Übernudger Cass Sunstein, interpreted this piece as saying that “there are not many non-idiots not called Taleb,” not realising that people like him are < 1% or even .1% of the population.)


TalebNassim Nicholas Taleb is an essayist, scholar, statistician, former trader, and risk analyst, whose work focuses on problems of randomness, probability, and uncertainty. He is the author of several provocative best-sellers including Antifragile, The Black Swan, and Fooled by Randomness.
This post is an extract from his latest book Skin in the Game. It appears here by permission.

 

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Tuesday, 16 August 2016

The Intellectual Conceit of IQ Ideology

 

The fetid end of the political spectrum is rising up to support statism in the name of protecting IQ – on the basis, say the fetid-swamp warriors, that the “low IQs” will only destroy the culture and are too dumb to deserve freedom anyway.

Vile enough, but does their chosen proxy even merit serious consideration? No, says Jeffrey Tucker in this guest post.


The cultural fascination with the idea of an “intelligence quotient” or IQ seems to be experiencing a resurgence. Relentless testing is a feature of schooling and school admissions, and tests are used for a variety of occupational screenings. The practice reflects an intuition we all have: some bulbs are brighter than others. Surely there is nothing wrong with knowing, measuring, and acting on that information, however difficult it might be to assess?

IQ3Where matters become elusive is in codifying those skills, reducing them all to a single quantitative number, aggregating them based on other demographic traits, assessing the variability of the results, comparing the results across large population groups, determining the variety of causal factors – genetic, environmental, sheer personal determination – that make up what we call intelligence, and cobbling together a plan for what to do with the results.

Here we have a much more complex problem, as complex as the human mind itself. The amateur commentator might read a book on the topic and hope to come away with a sense that within this literature we find the key to the rise and fall of whole civilisations. The would-be central planner salivates at the prospect! But the more you read, the less certain you become, and the more in awe of the unknowns, the surprises, and the way the real world continues to defy the predictions of the “scientific” central-planning elite.

The IQ as a Central Planning Tool

And then there are the social and political implications of the efforts. What’s not usually understood is that the search for some measurable standard of intelligence – and implicitly human value itself – has a deep history that is bound up with the emergence of the planned society, eugenics, and the 20th century leviathan state.

That’s hardly surprising. The notion of a scientific elite classifying people based on aptitude, assigning an efficient role for everyone, appeals to the conceit of intellectuals. While the curiosity about human biodiversity seems innocent, the birth of an ideology rooted in quantitative measurement of mental aptitude, backed by a scientistic planning ambition, obviously trends anti-liberal.

The story of IQ begins at the end of the Franco-Prussian war when France’s civic institutions were remodelled to never lose another war. The prevailing theory was that France lacked the technical skills necessary for modern warfare. Citizens needed training which meant education reform. Schooling would raise up a citizen army and therefore must be forced. From 1879 to 1886, legislation imposed compulsory schooling on the entire population.

With all kids now forced into non-religious schools, it was time to impose a rational method on steering the conscripts into socially and politically optimal paths. In 1904, just as fascination with the idea of scientific socialism was gaining fashion, the French Ministry of Education contacted the psychologist Alfred Binet (1857-1911) to come up with some assessment test. He came up with a series of questions from easiest to hardest, and ranked the kids based on their performance of the tests.

IQ1The result was the Binet-Simon scale. From Binet’s point of view, the only purpose was to identify which kids needed special focus and attention so that they would not be left behind. But the idea of quantity, ranking, and assessing cognitive performance caught on in the United States, where eugenics had become a prevailing intellectual fashion, driving public policy in labour regulations, immigration, forced sterilisations, marriage licenses, welfare policy, business regulation, and segregation strategies.

The first American enthusiast for Binet’s work was Henry H. Goddard, a leading champion of eugenics and a champion of the planning state. In 1908, Goddard translated Binet’s work and popularised it among the intellectual classes. He turned what might have been a humanitarian push to provide remedial help to students into a weapon of war against the weak.

What did Goddard believe could be done with his insights?

He summarised his political outlook as follows:

_Quote_IdiotDemocracy, then, means that the people rule by selecting the wisest, most intelligent, and most human to tell them what to do to be happy. Thus Democracy is a method for arriving at a truly benevolent aristocracy. Such a consummation will be reached when the most intelligent learn to apply their intelligence…. High intelligence must so work for the welfare of the masses as to command their respect and affection.

Goddard’s views were those of his generation, as they were the theorists of the totalitarian state.

What’s more,

_Quote_Idiotsociety must be so organised that these people of limited intelligence shall not be given, or allowed to hold, positions that require more intelligence than they possess. And in the positions that they can fill, they must be treated in accordance with their level of intelligence. A society organised on this basis would be a perfect society.

Toward this end, he broke down the human population into normative categories, the underperforming of whom he labelled imbeciles, morons, and idiots – designations that survive to this day. He proposed a new form of social order in which an elite of intellectuals assigns tasks and life stations based on test results.

Illiberal at its Core

Yes, it sounds just like Hunger Games, Divergent, or any number of other dystopian nightmares because that is exactly what he imagined could be achieved with IQ studies. Having now read many dozens of books, articles, and contemporary accounts of this whole generation of thinkers, none of this comes as a surprise. Goddard’s views were those of his generation, and they were the theorists of the totalitarian state – the “Progressives” in the United States, the post-Bismarckian planners of imperial Germany, the scientific socialists of Russia, and, later, the ghoulish exterminationists of Nazi Germany. It’s all of a piece. Only their results differ.

Continuing the tradition was Lewis Terman of Stanford who in 1916 proposed a revision to the now-traditional Binet test, and became an open and aggressive advocate of segregation, sterilization, immigration controls, birthing licenses, and a planned society generally.

IQ2White supremacy was a given among this generation, [as it is among today’s so-called Alt-Right – Ed.] and Terman embraced it openly: “There is no possibility at present of convincing society that [Mexicans, Indians, and Negros] should not be allowed to reproduce, although from a eugenic point of view they constitute a grave problem because of their unusually prolific breeding.” In that spirit, he joined the Human Betterment Foundation, which played the crucial role in California’s sterilisation program that had such a profound influence on the later race policies of Hitler’s Germany.

Intelligence tests became essential for a nation at war, with eugenicists advising the US Army about the fitness of soldiers: the dumbest at the front and the smartest in safe positions of leadership. And they advised immigration authorities: who could become an American and who couldn’t. Eugenics was the goal for which intelligence testing became a crucial part of the scientific veneer.

Thomas Leonard summarises the bloody history:

Dubious though the tests and testing methods were, the millions of persons subjected to crude intelligence tests demonstrated one result unambiguously. American social scientists had convinced government authorities to fund and compel human subjects for an unprecedented measurement enterprise, carried out to identify and cull inferiors, all in the name of improving the efficiency of the nation’s public schools, immigration entry stations, institutions for the handicapped, and military.

That only begins to scratch the surface of the far-reaching hopes of the IQ-eugenics movement. So close is the relationship between the theory and policy ambition that they are really inseparable.

There seems to be nothing particularly threatening about wanting to assess an individual’s aptitude. And yet IQ testing was created and used as a social planning tool for use in compulsory education and war preparation, and mutated into a full-scale ideology that had no regard for human rights, the liberal theory of the social order, or freedom more generally. The eugenics movement, and its new tool of intelligence testing, hoped to replace freedom and dignity with totalitarian technocracy.

What is it about this ideology that contradicts the idea of a free society? Where is it that IQ ideology goes wrong?

There are three general issues:

First, consumers have odd tastes that have little to do with intelligence, scientifically defined. Abstract Intelligence is not necessarily the thing rewarded by the market, and that matters. In a free society, the value of a resource is not objective; value is conferred on services by the choices we make, whatever they may be.

If you hang out at Nascar races, high intelligence is not the first trait that stands out. Same with monster truck rallies. I might be wrong of course. Maybe if I administered tests to all the participants and consumers, I would be stunned at the disportionate intelligence compared to the general population. The same goes for for a Britney Spears concert, an NFL game, or the buyers of grocery-store romance novels. Maybe in these groups, you find higher intelligence than you find at the university chess club. I do seriously doubt it, however.

IQ5But the real question is: why does it matter? Does it matter whether Michael Phelps is smart or that he is the best swimmer in history? Swimming is what he valued for. It’s the same way with Beyonce’s singing and dancing or Matt Damon’s acting. Or think of your favorite local restaurant: it actually doesn’t matter whether the cook is smart or dumb.

The unpredictability of consumer markets defy intelligence distributions. Market processes are not about rewarding intelligence; they are about rewarding talent, insight, and service to others.

In fact, this is precisely why so many intellectuals have despised markets through the centuries. To them, it seems wrong that a professor of physics should make less than a pop star, that a number-crunching bureaucrat would live in a small house and a movie star own five mansions, and so on. Here is the source of more than a century of resentment against capitalism.

We all face resource constraints, time above all else. This is why we cooperate through trade with other people, even those with less absolute ability than we personally possess.

How markets value what they value will always remain unpredictable. What’s crucial is that the common man is in charge of the system, and not planners. And that’s the crux of the issue: who should decide what constitutes human value, who is worthy of being treated with dignity, who should be in charge of how labor resources are going to be used in society? Will we embrace freedom or rule by a wise elite?

Second, the law of association makes everyone valuable. A core belief of the IQ ideology is that smart people, as measured by tests, are more valuable to the social order than dumber people. But economics has made a different discovery. It turns out that through the division of labour, or what Ludwig von Mises called the “law of association,” everyone can be valuable to everyone else, regardless of aptitude.

IQ6Michael Phelps might have the cognitive capacity to be the greatest nuclear physicist, computer programmer, or chess player in the world – but it is in his personal interest to focus on his comparative advantage, even if he has an absolute advantage over every person in the world.

We all face resource constraints, time above all else. This is why we cooperate through trade with other people, even those with less absolute ability than we personally possess. The result is more valuable than we could ever create on our own. You know this if you hire your lawn to be mowed, your house cleaned, or go to restaurants. Every social order consists of an infinitely complex web of relationships that defy categorisation by crude scientific tests. It is through the division of labour that freedom finds a way for everyone to become valuable to everyone else. [The Pyramid of Ability Principle and the Law of Association between them ensure both that geniuses benefit those who aren’t, and vice versa – that no-one need be nor should be excluded.]

A third criticism of this literature is more profound. It observes that the intelligence necessary for the building of the network that constitutes the culture of a great society does not reside solely in the minds of particular individuals. The highest intelligence of the social order resides in the processes and institutions of society itself. It doesn’t exist in total in any single mind, and it doesn’t emerge consciously from the plans of any group. [This is one of the features of any division-of-labour society: the multiplication of knowledge.]

Hayek explains in The Counterrevolution of Science:

Though our civilisation is the result of a cumulation of individual knowledge, it is not by the explicit or conscious combination of all this knowledge in any individual brain, but by its embodiment in symbols which we use without understanding them, in habits and institutions, tools and concepts, that man in society is constantly able to profit from a body of knowledge neither he nor any other man completely possesses. Many of the greatest things man has achieved are not the result of consciously directed thought, and still less the product of a deliberately co-ordinated effort of many individuals, but of a process in which the individual plays a part which he can never fully understand. They are greater than any individual precisely because they result from the combination of knowledge more extensive than a single mind can master.

And there we see most plainly the difference between the IQ ideology and the theory of the free society. The IQ ideology tempts us to believe in the same fallacies that drove socialism: the conceit that a small elite, if given enough resources and power, can plan society better than the seemingly random associations, creations, and trades of individuals. Freedom, on the other hand, locates the brilliance of the social order not in the minds of a few, but in the process of social evolution itself and all the surprises and delights that entails.

 


 

TuckerJeffrey Tucker is Director of Content for the Foundation for Economic Education and CLO of the startup Liberty.me. Author of five books, and many thousands of articles, he speaks at FEE summer seminars and other events. His latest book is Bit by Bit: How P2P Is Freeing the World.
This post first appeared at FEE.

 

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