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Facial recognition can predict person’s political orientation with 72% accuracy

nature.com

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Re: Facial recognition can predict person’s political orientation with 72% accuracy

#31
post #18

I only skimmed the paper, so I'm not claiming to know much about it, but one thing to keep in mind here is that a fair coin has a 50% accuracy using the same terminology as the headline. I'm not saying 72% is not an interesting achievement, its just that "you can do about 50% better than random chance" describes my gut feeling about how much you could actually see in someones face.

It says in the article that humans got just 55% (so 10% better than random chance) on the same test.

Re: Facial recognition can predict person’s political orientation with 72% accuracy

#32
post #18

I only skimmed the paper, so I'm not claiming to know much about it, but one thing to keep in mind here is that a fair coin has a 50% accuracy using the same terminology as the headline. I'm not saying 72% is not an interesting achievement, its just that "you can do about 50% better than random chance" describes my gut feeling about how much you could actually see in someones face.

They do note the random chance bit, and they also note that it's better than humans could judge on their own and even, surprisingly, better than judged by a personality questionnaire.

> Political orientation was correctly classified in 72% of liberal–conservative face pairs, remarkably better than chance (50%), human accuracy (55%), or one afforded by a 100-item personality questionnaire (66%).

Re: Facial recognition can predict person’s political orientation with 72% accuracy

#33
post #5

I find this fascinating, with no intention to start a political battle, how might somebody’s biology influence their political leanings?

Skin color. Features resulting from inbreeding. Features due to your gender. Features resulting from gender change.

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Re: Facial recognition can predict person’s political orientation with 72% accuracy

#35
The problem wit this is bad interpretation, people look at it and think oh this means political orientation is somehow inherent to biology or some such nonsense. Any data that can make predictions is just a sign that in this data there are some patterns, but there is never a straightforward interpretation for it.

Also, whoever makes the first app for this will go viral 100%.

Re: Facial recognition can predict person’s political orientation with 72% accuracy

#36
Surprising, yet not surprising. As the article mentions:

> Both in real life and in our sample, the classification of political orientation is to some extent enabled by demographic traits clearly displayed on participants’ faces. For example, as evidenced in literature and Table 1, in the U.S., white people, older people, and males are more likely to be conservatives.

Most people can predict a person's political orientation of their own country with >50% accuracy as well just by looking at a face. Black or latino? probably liberal. Old white person? probably conservative. If you can see more than just their face it's even easier (wearing religious paraphernalia? LGBT paraphernalia? etc?)

What I thought was interesting was:

> The algorithm could successfully predict political orientation across countries

I was under the impression that "liberal" and "conservative" had different meanings in UK vs. USA so how could it do this?

Re: Facial recognition can predict person’s political orientation with 72% accuracy

#38

> Their facial images (one per person) were obtained from their profiles on Facebook or a popular dating website. Not sure I’m entirely comfortable with that.

Perhaps conservatives and liberals upload different kinds of face images to the internet.

Re: Facial recognition can predict person’s political orientation with 72% accuracy

#39
I haven't read the paper yet, but it's not that surprising. I think it's about sociology more than biology.

In the US, African Americans vote overwhelmingly for democrats for example. Skin color therefore becomes a very good predictor of political orientation. You can probably extend this to states being populated from various migration waves, say 'people who look like Danes vote for republicans because state X was populated by Danes and votes Republican' . Carry this across generations/education, and you may have an explanation.

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