- #36
Moonbear
Staff Emeritus
Science Advisor
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selfAdjoint said:You give a lot of people a lot of different IQ tests. You take all the scores, by person, test, and question number, and do a statistical procedure called factor analysis, trying to find which combination of questions reduces the most variance on the data. This is like a regression, only more so. The result will be a set of subsets of questions, ordered by effectiveness in reducung variance. The top candidate is called the first principal component. You then identify the questions and convert their scores to a number. Spearman's g is this number for the first principal component of just about every IQ test and surrogate ever invented. It is enormously stable and correlated with things like the SAT, the Armed Forces tests, and so on. It also has physical correlates like measured reaction time and volume of gray matter in the prefrontal cortex.
Thank you so much for taking time to answer my questions! This is so much clearer to me. So, can any conclusions be drawn from the subset of questions that is used to compute the score for g? Do they have in common requiring a particular type of ability? As possible examples, spatial relations, verbal skills, analytical skills, forming associations between two different concepts, memorization tasks. The reason I'm asking is that now that I understand what g is, I'm wondering what about it makes it stable. Perhaps certain mental abilities are more important to survival on a more basic level, so are better conserved, whereas others are a "luxury" for those who have time to ponder the day away, so more variable? For example, key skills to surival...finding and remembering the places where food is, remembering which things made you sick so aren't good food, and remembering how to get from where you are to those places where the food are. So, basically, some memorization tasks and some spatial relations tasks. You don't need to know how to count to know if your belly is full, you don't have to add or subtract or multiply, you don't have to know a lot of words, though some basic communication to tell your family members where to find the food would be good, but you would need to make associations between different events...ate the green berries and later got a tummy ache, so green berries aren't good food. When it comes to solving problems that ask you to make analogies or find synonyms to words no normal person uses in every day conversation, I'd expect a lot more variation in ability simply because there is no real need for this skill.