Science What do 0/10 scales mean? - TLDR: how you should retune your rating of 8's and 9's to think more scientifically

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We often use the 0-10 scale to rate people for various things, but especially attractiveness.
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But what do people really mean when they say someone is an 8 out of 10? How does that correspond to the distribution of attractiveness? We can probably assume that attractiveness is roughly normally distributed. (I am aware the OKCupid results show something different for women’s ratings, but I think these does not reflect reality.) Here’s some results from a random paper I just found:
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It is pretty difficult to find papers that just give you some distribution plots. Believe it or not, the first study I found of real people is based on an HIV study of rural Malawians. Anyway, we see that the distributions are pretty normal when split by education, and the overall distribution would be even more normal. The marriage-status distributions is affected by age, so somewhat odd looking.

So to the main question. What if you asked people: “If someone is described as a 8/10 for attractiveness. Which percentage of the population does that mean they are prettier than?” So, the goal here is to make a conversion to centiles. I tweeted a questionnaire with 11 questions like that, and 41 people filled it out (alas, I am not Aella, my surveys don’t get 1000 horny men to provide free labor). But 41 is good enough. It looks like this:
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Quantitatively:
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So we see that the medians are almost spot on for a simple linear interpretation (i.e., multiply by 10). The only exception is that 10/10 is 99th centile, not 100th. But there is some disagreement. At least one person thinks that 8/10 is actually top 2% (98th centile).
@b0x
 
(I am aware the OKCupid results show something different for women’s ratings, but I think these does not reflect reality.)


I believe personally from my experience, by in large, Women are willing to make tradeoffs in physical attractiveness in exchange for the possibility of future stability in a partner, which are, to them part of their equation of attractiveness.

These would be perceptions of career stability and wealth, like confidence, the willingness to cover an entire bill, clothing, or fame.

Let's have Bella Hadid explain.


Conversely I believe Men will be willing to pursue physical attractiveness even if they see other detrimental factors, such as psychiatric conditions, drug addictions, social stigmas, or partner abuse.
 
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Literally if she's not fat or abusive, I don't care
 
Someone put this chart in Random Pics & GIFs and I still think it was one of the better images ever posted. Absolutely key to any discussion on this topic:
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