Researchers from Georgia Institute of Technology in the US combed through selfie posts on photo-sharing social platform Instagram to determine what kinds of identity statements people make by taking selfies.
They gathered the data by searching for hashtag '#selfie,' and then used computer vision to confirm that the pictures actually included faces.
Researchers found nearly 52 per cent of all selfies fell into the appearance category: pictures of people showing off their make-up, clothes, lips, etc.
Pictures about looks were two times more popular than the other 14 categories combined.
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Researchers noted that the prevalence of ethnicity selfies (selfies about a person's ethnicity, nationality or country of origin) is an indication that people are proud of their backgrounds.
They also found that most selfies are solo pictures, rather than taken with a group.
Researchers noted that overall, an overwhelming 57 per cent of selfies on Instagram were posted by the 18-35-year-old crowd.
The under-18 age group posted about 30 per cent of selfies. The older crowd (over 35) shared them far less frequently (13 per cent).
Selfies are an identity performance - meaning that users carefully craft the way they appear online and that selfies are an extension of that.
"People project an identity that promotes their wealth, health and physical attractiveness. With selfies, we decide how to present ourselves to the audience, and the audience decides how it perceives you," said Julia Deeb-Swihart from Georgia Institute of Technology.
"Selfies, in a sense, are the blending of our online and offline selves. It is a way to prove what is true in your life, or at least what you want people to believe is true," Deeb-Swihart said.