What qualities drive “likability” of an image?

This is the question that Curalate, a Philadelphia-based visual analytics and marketing firm was interested in figuring out. They looked at a range of image features across 8,000,000 Instagram photos including lightness, colour, texture and background and found some intriguing results. Although their data says what but not why, they have some reasoning behind the results. According to their research…