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You're right.

Also, maybe I'm just dense but it took me a REALLY long time to wrap my head around the scoring matrix of the website, and even after a few practices, each photo I still find myself having to think painfully hard about what each quadrant means. I have to imagine that this would add even more noise to the data, if people's heads are hurting and don't know where to click.

One suggestion would be to provide an intuitive guide for each of the quadrants, not just the axes, e.g. "Outgoing idiot," "Shy nerd" etc. but of course you risk biasing the responses based on the language you use. The other option would be to simplify the input, only rating one variable at a time.



Yep, there are two sources of variance: the variance amongst a sample of 1000 photos selected from a hypothetical pool of all people, and the variance in how the sample of 100 subjects rated any given photo compared to the "intrinsic" qualities of the photo.




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