V_V comments on Open thread, Sept. 1-7, 2014 - Less Wrong Discussion
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Also, confirmation bias on the subjects (if you assume that workplace sexism is a thing, then you are probably more likely to notice people doubting your competence and register it as "sexism" when you are a woman rather than when you are a man), confirmation bias/publication bias on the authors of these "studies" (would a book about how trans-people experience no changes in workplace interactions get published? Would it get a review on New Republic?), smal sample, likely sampling bias (how were the subjects selected?), no attempts to falsify the hypothesis, and in general all the ills of arguing from anecdotal evidence.