How smart does your profile image look? Estimating intelligence from - - PowerPoint PPT Presentation

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How smart does your profile image look? Estimating intelligence from - - PowerPoint PPT Presentation

How smart does your profile image look? Estimating intelligence from social network profile images Xingjie Wei 1,2 and David Stillwell 1 Psychometrics Centre 1 , University of Cambridge, UK School of Management 2 , University of Bath, UK


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How smart does your profile image look? Estimating intelligence from social network profile images

Xingjie Wei1,2 and David Stillwell1 Psychometrics Centre1, University of Cambridge, UK School of Management2, University of Bath, UK x.wei@bath.ac.uk http://xingjiewei.me

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Can a user’s intelligence be inferred from social network profile images?

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Intelligence

Measured intelligence(MI) Perceived intelligence(PI)

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Research questions

  • Can humans make intelligence judgments for
  • thers from profile images ?
  • Can computers make such judgments?
  • What visual elements an intelligent person will use?
  • What visual elements make a person perceived to

be intelligent?

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myPersonality database

  • 1,122 users took an IQ test and provided FB profile

images

  • 739 human raters rated the 1,122 images

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Research questions

  • Can humans make intelligence judgments for
  • thers from profile images ?

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Research questions

  • Can humans make intelligence judgments for
  • thers from profile images ?
  • We found different people have relatively

consistent judgements and such judgements are associated with MI for both men and women

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Research questions

  • Can computers make such judgments?
  • We found that intelligence estimation from profile

images is a difficult task even for humans, but it is possible to equal humans’ accuracy using algorithms while also having the potential to reduce biased judgements.

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Research questions

  • What visual elements an intelligent person will use?
  • What visual elements make a person perceived to

be intelligent?

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High MI & high PI

  • do not like to use the colour pink, purple or red,

and images are usually less diversified in colour, more clear in texture, and contain less skin area High MI

  • like to use the colour green, and have fewer faces,

but this does not affect how others judge them

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Intelligent people understand that a profile picture is most effective when it shows single person, captured in focus, and with an uncluttered background

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High MI & high PI

  • do not like to use the colour pink, purple or red, and

images are usually less diversified in colour, more clear in texture, and contain less skin area High MI

  • like use the colour green, and have fewer faces, but this

does not affect how others judge them Inaccurate stereotypes-correlated with PI but not MI:

  • more grey and white, but less brown and green, with

higher chromatic purity, smiling and wearing glasses, and faces at a proper distance from the camera, make people look intelligent no matter how smart they really are

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Possible application

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Nice pic! Put it in your CV! Hot pic! Put it in dating app!

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Come to see my poster and ask questions !

  • Xingjie Wei
  • University of Bath
  • x.wei@bath.ac.uk
  • http://xingjiewei.me

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