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CarlShulman comments on [Retracted] Simpson's paradox strikes again: there is no great stagnation? - Less Wrong Discussion
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Even better would be to use more of those omitted variables: age, education, time in the workforce. One could use the General Social Survey for a rough take, using this link. I'd be curious to see the analysis if you'd like to do it.