Emil Kirkegaard Profile picture
Sep 14, 2020 9 tweets 5 min read Read on X
So there is a new Dunning-Kruger paper out by Gignac and Zajenkowski. It goes like this:

Dunning Kruger pattern is trivial given 1) people overestimate themselves, and 2) self-estimate x criterion value is r < 1.00. I agree, I wrote that years ago. Image
So they collect some new data, typical weird format students self-rating and Raven's test. Looks like the usual deal. ImageImage
A nice twist is that they realize the DK claim is a test for heteroscedasticity (what? inconstant variance). Well, I recently spent a lot of time thinking about this and they posted their data on OSF, so all is good, time for re-analysis!

rpubs.com/EmilOWK/hetero…
So downloading their data, scoring it by simple z-transform, and computing the 10/90th centiles, I get this plot which shows quite clearly there is HS like DK model says, on the low end. Image
This plot is made using the neat qgam() function, quantile generalized additive models, allowing us to capture nonlinear heteroscedasticity if such exists and visualize it easily.

It's from this package, in case you are curious.

cran.r-project.org/web/packages/q…
But we are not lazy, so we apply some tests that give p values & effect sizes. Now, I also came up with some 'new tests' and metrics, so let's try them!

They confirm the visual results: there data have good evidence of HS, and it's somewhat nonlinear. 2/3 old tests agree. ImageImageImage
Oh, by the way, for that point about writing it years, ago, I built a simulator that you can play around with!

(Published Jul 13, 2015)

emilkirkegaard.dk/understanding_… Image
So I talked with Gignac about this, and he pointed out that I plotted the data the wrong way around. Good point! If we do it the right now around, we get these.

So there is some upwards tick at the very low end, but these are just a few lizardmen out of 2400 people. ImageImage
Here's the same but with the 10/90th quantiles. There's basically nothing to see here. It's very linear and homoscedastic.

So, this n=2400 replication (about 2.5x sample size) finds essentially the same result when done properly.

Main difference is that my cors are stronger. ImageImage

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More from @KirkegaardEmil

Dec 10, 2025
Happy to release our newest and largest admixture project. 🧵 Thread with the main findings. Image
First, we compiled data from 100s of sources to estimate genetic ancestry for over 400 units in the Americas. These are countries and subnational divisions of the larger countries, such as US states, Canadian provinces, various Caribbean islands. Results can be seen in these 4 maps.

It was a real pain in the ass to merge the spatial data to produce the maps!Image
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Next up, we gathered cognitive ability data from international datasets, and various regional and subnational scholastic tests, and any other source of standardized testing we could find. These were then converted to British international norms (Greenwich mean IQ) as best we could. It gives this map.Image
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Read 12 tweets
Sep 17, 2025
This post is going viral, so I decided to dig into the question of why homosexual relationships dissolve more frequently, and especially lesbians. Image
This is the original figure from the study. This shows us that formal unions are much more stable, not so surprisingly. Note the lack of error bars. Image
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The gay stability finding is in fact non-significant and they for some reason plotted models 2 and 5 instead of 3 and 6. Image
Read 10 tweets
Sep 7, 2025
Using data from across the world, we estimated the speed of selection against intelligence across countries. Image
There is a certain regionality to the data Image
Relatively atheistic north Europeans have apparently quite weak selection, while more religious areas have stronger negative selection. This is the opposite of what American data suggested when studying individuals. Image
Read 7 tweets
Aug 25, 2025
Indian average intelligence: not a mystery
Indians in India ~75 IQ, Indians in USA ~101 IQ.

emilkirkegaard.com/p/indian-avera…
There are 20 samples in Becker's collection from 12 studies. These produce a mean of about 75 IQ. Image
Some Indian nationalists attack some of these studies. One of them studied children with zinc deficiency. This was demmed unrepresentative. However, this is not true, as India at the time had about 30% of the population having a zinc deficiency. This is a typical mistake when looking at datasets from poor countries. Disease-free people are not representative in such countries, various deficiencies is the norm and should be included, not excluded.

In any case, the values from this study were about the same as the other studies.Image
Read 8 tweets
Aug 23, 2025
Some big accounts as asking why so many MAGA types are suddenly so very anti-Indian, considering that Indians in the US and to some degree in the rest of the West, are model immigrants (high performance, low crime). The main answer is not difficult to understand. Image
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This answer is based on the typical finding of sociology. In terms of partisanship, whichever groups in society you dislike is just the ones you perceive to be most different from you politically. Brandt and colleagues worked this out in 2014. Image
On top of this general pattern, there's the fact that importing a bunch of foreign workers depress local salaries. That is of course why the companies do this. What's the largest source of such foreigners? India. So capitalists love them (cheaper labor) and workers dislike them (suppress their wages).Image
Read 5 tweets
Aug 16, 2025
Maybe you've seen a map like this one. It gives one the impression that Europeans were uniquely or particularly evil regarding slavery, in this case of Africans. Image
However, slavery was more or less a human universal. Pre-Columbian Americas, ancient China, or the Islamic world. Image
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Europeans, rather than being the master enslavers (which they were also for a time), were rather the liberators. The only group of people who decided to take matters into their hands to free the slaves of the world.

reddit.com/r/MapPorn/comm…Image
Read 5 tweets

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