Do IQ tests measure intelligence? - A prediction market on my future beliefs about the topic

post by tailcalled · 2023-02-04T11:19:29.163Z · LW · GW · 10 comments

This is a link post for https://manifold.markets/tailcalled/do-iq-tests-measure-intelligence?r=dGFpbGNhbGxlZA

I created a market on the meaning of IQ tests. Would be curious to hear arguments.

The text of the market also contains my initial position on the question.

10 comments

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comment by Ericf · 2023-02-04T14:15:27.321Z · LW(p) · GW(p)

Better headline would be "I created a market on whether, in 2 months, I will believe that IQ tests measure what I believe to be intelligence" Not a particularly good market question.

Replies from: tailcalled
comment by tailcalled · 2023-02-04T17:37:20.268Z · LW(p) · GW(p)

Changed the title.

I personally find that I often like the subjective questions because they are an opportunity for people to share their information about the topic.

comment by gjm · 2023-02-04T15:40:47.447Z · LW(p) · GW(p)

The question seems rather ill-defined to me.

(I mean, the Manifold market is well-defined; it resolves at whatever probability you decide it resolves at in two months. I'm talking about the question in the title.)

The word "intelligence" doesn't have a universally agreed precise meaning. If one person says "intelligence means being good at solving intricate logical puzzles" and another person says "no, intelligence means good at the cognitive aspects of navigating the practical challenges the world throws at us", I don't see any basis for saying one of them is right and the other is wrong.

You could try to undertake some sort of survey of how the word "intelligence" is used, and then declare the meaning to be some sort of average. But what that survey would actually tell you is that different people use the word in very different ways and most of them don't mean any very specific thing by it.

You could declare that "intelligence means g", i.e., a "general factor" found when doing something PCA-like to lots of different tests of cognitive capacity. But exactly what you get by doing that depends on what tests you use and exactly what PCA-like thing you do. (I think. I am not an expert on this stuff. I tried some calculations with a toy model which did show some dependence on what tests you use and how you compute the factors, but I can't guarantee I didn't do something boneheaded.)

I think this is like asking "do museum viewing figures measure artistic quality?": the answer ultimately depends on how you define a slippery term that has many kinda-equally-reasonable definitions.

(I am not saying that the definition is completely arbitrary. Some imaginable definitions of "intelligence" would be stupid. Maybe in principle once you decide what you want to use a definition of "intelligence" for, there's a single best definition. But in practice we want to use it for a variety of purposes, and different people want to use it for different mixes of purposes, and if there's a way to identify an optimal definition then I have no idea what that way might be.)

Replies from: tailcalled
comment by tailcalled · 2023-02-04T16:05:05.547Z · LW(p) · GW(p)

The purpose of the market is sort of to elicit opinions and evidence about how to think of the relationship between intelligence and IQ tests. People often seem to make confident statements about the relationship between intelligence and IQ tests, but they rarely seem to back that up very well, so I would be interested to see whether these is something behind it.

The word "intelligence" doesn't have a universally agreed precise meaning. If one person says "intelligence means being good at solving intricate logical puzzles" and another person says "no, intelligence means good at the cognitive aspects of navigating the practical challenges the world throws at us", I don't see any basis for saying one of them is right and the other is wrong.

I think there are ways to at least come with some reasons to favor one approach or another.

For instance, if these two things are completely correlated, then measuring one will also mean measuring the other. This makes the distinction moot for the question of whether IQ tests measure intelligence.

Alternatively, if one can show that one of the meanings is rarely plausibly used, then that is a reason to discount that meaning. Which brings me to your next point...

You could try to undertake some sort of survey of how the word "intelligence" is used, and then declare the meaning to be some sort of average. But what that survey would actually tell you is that different people use the word in very different ways and most of them don't mean any very specific thing by it.

I think even this sort of survey would be helpful in practice, even if it shows that people mean inconsistent things by it, because it could help map out the domain of applicability of IQ tests.

That is, if there are 5 things people might mean by intelligence, and one of them is g, one of them correlates moderately with g, and the remaining three are uncorrelated with g, then it seems like it would be good to know that IQ tests are a good measure of the first one, a weak proxy of the second one, and unrelated to the other three.

That way, when people have conversations about intelligence, one can notice what notion they are talking about, and adjust accordingly as to whether IQ tests are relevant or not.

However, in the abstract, discussing this possibility is not directly useful, because we would need to know concretely what people are thinking of in order to apply this method.

You could declare that "intelligence means g", i.e., a "general factor" found when doing something PCA-like to lots of different tests of cognitive capacity. But exactly what you get by doing that depends on what tests you use and exactly what PCA-like thing you do. (I think. I am not an expert on this stuff. I tried some calculations with a toy model which did show some dependence on what tests you use and how you compute the factors, but I can't guarantee I didn't do something boneheaded.)

Actually, one of the things that makes general factors interesting is that they can be extremely consistent.

If you average lots of different ability tests, the number you get will be a measure of the things that affect many different abilities, as the things that only affect few abilities average out. And since these things affect many different abilities, they will probably also affect one's performance on different ability tests.

So the general factors for different tests can be extremely correlated. To give an example, here's a study which found a correlation of 0.79 between the general factor underlying video games and the general factor underlying some classical intelligence test tasks.

comment by Raemon · 2023-02-04T20:02:43.868Z · LW(p) · GW(p)

FYI I like the current title. Not sure what the previous title was but I think "predict my future beliefs on a topic" is a reasonable operationalization for this sort of thing.

Replies from: tailcalled
comment by tailcalled · 2023-02-04T20:27:11.274Z · LW(p) · GW(p)

The previous title was "Do IQ tests measure intelligence?".

comment by Dagon · 2023-02-04T17:40:04.206Z · LW(p) · GW(p)

I think you need a paragraph (or a complete scientific literature) to clarify your use of the terms "IQ tests", "measure" and "intelligence".  Do you mean some subset of formally-graded tests given by some organization, or some other set that does not include clickbait vocabulary quizzes?  Do you mean "precisely quantify and rank", or just "quantitatively reduce uncertainty about an individual"?  Oh, do you mean do they individually measure, or do you mean group or distribution measure (for instance, might be very unreliable individually, but still provide statistical evidence of group differences)?  And which definition (operational definition, please - some observable effect) of "intelligence" are you wondering about?

Oh, read your actual market.  You're asking for predictions of what you will think, not predictions of any actual thing.  I don't think that's very valuable, though I look forward to the post explaining whether and why you updated your beliefs.

comment by LVSN · 2023-02-04T17:09:26.079Z · LW(p) · GW(p)

I'll upvote if you fix the title

Replies from: tailcalled
comment by tailcalled · 2023-02-04T17:27:35.670Z · LW(p) · GW(p)

Like this?

Replies from: LVSN
comment by LVSN · 2023-02-04T17:29:04.118Z · LW(p) · GW(p)

Very good! +1!