In this case no, the blue was the original you are right that this might have screwed with the results. HotOrNot internal algorithms were also a bit opaque.
But to be fair the setup of the original study wasn't natural either. The color in those studies has the color of the border of the photo.
If I wanted to repeat the experiment I would like to it on Amazon Mechanical turk. At the moment I don't really have the spare money for projects like that but maybe someone else on LW cares enough to dress in an attractive way and wants to optimize and has the money.
The whole thing might also work good for a blogger willing to a bit of cash to write an interesting post.
Especially for online dating like Tinder, photo optimisation through empiric measurement of photos can increase success rates a bit.
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The problem is that you assume that know the relevant biases. There are often cases where you don't know why someone screws up. There are domains where it's easier to get knowledge about how much people screw up than understanding the reasons behind screwups.
Fear produces fight or flight responses. People often fight out of fear. Aggressiveness often comes out of weakness. A karate black belt is dominant but usually not aggressive. Taller people get payed more money because being tall is a signal for social dominance.
Yes.
Wikipedia has a list; I've checked a few of them, and the rest are on my TODO list. I have that page watched so if there's a new bias I'll know.
Information is produced regardless, and often recorded (see e.g. Gwern's Mistakes page). So long as I myself don't screw up, which, assuming that I always follow my decision procedure and my decision procedure is correct, I won't, then it doesn't matter.
OK, but I was talking about "perceived willingness to be aggressive" (signal), not aggression (action).
Someone wearing a black belt is probably going to be perceived as more aggressive, the same way someone idly cleaning their fingernails with a sharp knife might be. Similarly if a person adopts something recognized as a fighting stance. Not certain about tall people, that's probably something else besides perceived aggressiveness, e.g. "My parents were rich and could feed me a lot".
This has gone on long enough that it might be worth summarizing into a post... do you want to write it or should I?