Researchers at the University of Michigan (U-M) in the US and Peking University in China analysed whether emoji use was universal or differed based on user location and culture.
They used a popular input method app - Kika Emoji Keyboard - made available in 60 languages. The team's results are believed to be the first large-scale analysis of emoji usage.
Ai and colleagues found that face with tears emoji is the most popular emoji, comprising 15.4 per cent of the total symbols in the study. Heart emoji and heart eyes emoji are the second- and third-most used ones.
According to the findings, the French love using an emoji the most, with nearly 20 per cent of messages including at least one symbol, followed by Russians and Americans.
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The researchers also explored other cultural preferences in using emojis. Countries with high levels of individualism, like Australia, France and the Czech Republic, overwhelmingly use more happy emojis.
Countries where ties between individuals are integrated and tight, like Mexico, Chile, Peru and Colombia, use more emojis expressing sadness, anger and negative feelings.
People in long-term orientation societies who tend to have values that center on the future - French, Hungarians and Ukrainians - are less likely to use negative emojis than those living in societies with low long-term orientation like Mexico, Colombia, Peru and Israel.
The study found that they are more likely to use negative symbols, in comparison to cultures known for restraint and self-discipline, like Turkey, France and Russia.
"Our report shows that users from different countries can have various preferences to use emojis," said Qiaozhu Mei, associate professor at the U-M School of Information.
"The rank of emojis shown in the input methods should be country-aware to users," Mei said.
Input methods could be developed to suggest relevant "next-to-use" emojis to users, research suggests.
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