I mean, one very obvious way in your question is just including skin tone along with IQ etc. to predict income. When that is done, skin tone has just about no validity. I am currently working on a big paper where I did these kinds of regressions for 5 large public datasets.
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Replying to @KirkegaardEmil
So, if IQ differences had some causal influence from bias against skin tone (attitudes of educators, self-identification, verbal abuses and other stressors), wouldn’t that day set hide that info behind the racial IQ gap?
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Replying to @ex0du5_5utu7e
It would, but that model is even less plausible to begin with. Intelligence is not really malleable like that. Here's the IQ gap over time. If discrimination etc. was important for gap size, why it is not vastly smaller today than under slavery, Jim Crow etc.?pic.twitter.com/MrCqZaKbNU
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Replying to @KirkegaardEmil
I mean, that’s kind of the reason I’m asking too. Your response has all of these assumptions in it - about which kinds of biases can affect development in this way, what directions those affectors have moved.. What is the actual signal you use to make those conclusions?
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Replying to @ex0du5_5utu7e @KirkegaardEmil
Because clearly, when we measure bias, we find a lot of it in our current society. Throughout career advancement, penalization, and basic emotional response, we know many different biases exists. How does one extract this from the heritability signal, since it is heritable.
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Replying to @ex0du5_5utu7e
Begging the question. There is no strong anti-black (etc.) bias in USA. Education system has a huge pro-black bias (affirmative action), so does hiring in many companies (diversity efforts). Survey evidence contradicts you as well.http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0183356 …
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In this case, for some partisans claim unequal outcomes are proof of bias and unfairness. Others suggest that different outcomes could also merely hint at differences in individual potential & performance.
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But that’s why the research looks at “stated criteria” and sees outgroup selection lowering even when those criteria match. That’s problematic no matter whether it is bigotry or a failure to identify criteria properly.
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Replying to @ex0du5_5utu7e @euneaux and
Because ultimately, if we look at anything outside criteria as bias, then we force better measurements and criteria. Why are black defendants sentenced harder for the same crimes? They need answers no matter the answers. Those criteria need brought to light.
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My impression is that the "same crimes" are not actually the same crimes
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In fancy terms, the use of relatively crude measures for the confounders leaves residual confounding, which may be interpreted by the less careful.
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