Want to put some skin in the game and bet on it?
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I'm sure nobody means to but to assume what we do to (I'm lucky enough to not have to do it myself) to collect data in psych is easy is kind of offensive.
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I am a psychologist. It really is easy to collect data. There are free survey platforms that can handle this. No programming needed
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The screenshots won't make good stimuli since they are going to induce context collapse IMHO.
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I guess it all depends what point what you are testing. But if you want to show somebody (a single person, not a population level inference) is sexist you need more than a few Tweet screenshots to chuck to some Mturkers.
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Also the fact that you want to run a test to check if somebody is sexist makes me think you have a strange prior for how likely somebody (a white dude in science) is sexist? You can use Occam's razor here instead of run some essentially pointless experiment.

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Another issue is wiping the names off might not be enough to hide gender. As gender might be predictable from content of tweet: http://u.cs.biu.ac.il/~koppel/papers/male-female-text-final.pdf …
End of conversation
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