IQ often gets used to promote racism on the internet but it's also highly mathematical so people don't really understand it.

In this thread, I will explain:

1. How the math of IQ works at a high level (don't worry no formulas!)

2. Why IQ is partly socially construct... 🧵👇
An IQ test is basically a list of questions that a psychometrician (kind of a cross between a psychologist and a statistician) thinks might measure intelligence. If you give such a test to a lot of people, you will get a range of scores.
The first thing you might notice is that the distribution of scores isn't a nice shape. So psychometricians adjust the scores so that a certain number fall within certain percentiles so you get a nice bell curve like this:
It's kind of like when a professor curves the class test scores so a certain number of students get As, Bs etc.
The second thing you might notice is that men and women score differently. Psychometricians re-weight the questions men tend to get right and the ones women tend to get right so that men and women get the same average scores.
When I say "re-weight" what I mean is you essentially change how much points test-takers get for different questions until you get a situation where men and women are scoring about the same.
The third thing you might notice is different IQ tests give different IQ scores so psychometricians do some more re-weighting of the questions within each test to make all the tests give similar numbers.
The core assumption of the re-weighting procedure is all tests are measuring the same thing and there's some single common factor (intelligence???) that causes a person to score highly across all tests (kind of a big assumption in my opinion).
Finally, remember in the first step we had to give the test to a lot of people to get a baseline? Turns out different populations will have different score distributions.
If you pick 50-year-old white Americans in 1900 you will get one baseline. If you pick black Canadian teens in 2021, you will get a different baseline.
Selecting a sample of people to create a good baseline is extremely important. That baseline population becomes the yardstick by which everybody else is measured.
As you can see, there's a lot of complicated statistics that goes into creating the IQ construct. It's a statistical construct but it's also a social construct based on an agreement among psychometricians about how to adjust the raw test scores.
To summarize, IQ tries to capture how much doing well on one test designed by psychometricians would predict that you will do well on other tests designed by psychometricians.
Personally, I don't find it surprising that IQ has a (very weak) relationship to life success. Obviously, tests measure something useful. That's why we use them to assess how well students are doing in school.
Many people seem to think IQ is a completely objective concept. This is clearly not true. I don't think IQ tests are completely useless but there are a huge number of subjective design decisions that go into how these tests are constructed.
Hope you found this thread useful. This kind of long-form content takes extra work so if you like it and want to show support, like and retweet the thread, and give me a follow! 👍

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More from @kareem_carr

20 Jun
"The cognitive demands of those jobs mean a lot more white people qualify than black people."

This video is full of misuses of statistics! A thread. 🧵👇

1. First of all. CORRELATION IS NOT CAUSATION. As a statistician, I'm contractually obligated to let you know that these patterns that he's talking about are all correlations. They are not proof of causation.
2. An IQ difference of 12 points is NOT "a lot". The distribution of IQ and the distribution of human height are very similar. They follow what's called a bell curve. So, we can get an intuition for IQs by thinking about heights which we are typically more familiar with.
Read 24 tweets
18 Jun
As a black statistician, I felt the need to look into this plot going around Twitter. As far as I can tell, it's being used to push the narrative that black people's poor relationship choices are causing bad outcomes for black children.
At first, I thought the analysis looked sloppy based on just the plot but I decided to dig in and realized the methodology was much better than I thought and it actually addressed my major concerns BUT the narratives on Twitter don't seem to reflect what's in the actual report.
1. CAUSATION. The actual analysis WARNS against making CAUSAL claims and admits that a "number of factors not measured...may confound the associations between family structure and child outcomes".
Read 15 tweets
14 Jun
I have mixed feelings about the criticism that the public health community didn't do a good job communicating with the public. On the one hand, it's clear that things could have gone better. On the other hand, the criticism strikes me as extremely unfair.
First of all. Who was the public listening to? They were listening to random people on the internet with no expertise at all. They were listening to science communicators with no connection to government or authority over anything.
They were listening to professors in universities. Physicists and aerosol chemists and virologists. They were even listening to silicon valley venture capitalists.
Read 9 tweets
12 Jun
I think a lot of anti-CRT people would agree that "white" isn't a very useful label. People are Irish or Italian or German heritage or whatever or better yet we are all just individuals that deserve dignity. "Black" and "white" are weird social constructs that somebody made up.
If "black" and "white" and "race" in general are all just constructs that keep us divided then shouldn't we work together to dismantle these arbitrary categories so we can all just live our lives as individuals?
The good news is I think a lot of CRT folks also agree with this. As far as I can tell, many CRT folks also want to get to a point where we can abolish these arbitrary racial constructs so we can live in a freer society.
Read 9 tweets
12 Jun
I think that Ibram Kendi is just a consequentialist. Consequentialism is an ethical theory that judges whether an action is right or wrong based on what its consequences are. By applying this to race, he concludes that all actions are either racist (wrong) or anti-racist (right).
Consequentialism has a long tradition in the West. It goes back to Jeremy Bentham (late 1700s) and John Stuart Mill (mid-1800s). It's also a cornerstone of Utilitarianism which is one of our main moral traditions.
To summarize, when Kendi says every social policy is either racist or anti-racist, this is just consequentialism, which is clearly grounded in classical Western thought. If you disagree with this then I think your fight is with Consequentialism as an idea not Kendi himself.
Read 4 tweets
12 Jun
I finally learned what CRT is. From what I understand, the idea is this: if you let people who assume black people are inferior create a social system then that social system will likely have the assumption that black people are inferior baked into it. This seems obviously true.
This isn't race specific. It should be intuitively clear that when humans design systems, they tend to bake their assumptions into their designs. As a statistician, I see the consequences of hidden assumptions all the time.
A lot of anti-CRT folks seem to think saying "the system almost certainly has racist assumptions baked into it" is the same as saying "EVERYTHING is racist". This is binary thinking which is a cognitive bias that happens a lot when people feel threatened.
Read 5 tweets

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