An analysis of 1.1 million photos on Instagram found those with faces were 38 percent more likely to get likes, and 32 percent more likely to get comments, than those without. The age and gender of the people in the photos made no difference. The researchers think that the power of faces to communicate non-verbally is the root of their likeability on social media.

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