In a study how news stories become popular through two social networking sites, researchers compare trending stories to viewing a contagious disease spreading through the general population.
Written in 2010, the study [pdf] by Kristina Lerman and Rumi Ghosh at the USC Information Sciences Institute, investigated Twitter and Digg, which both allows people to follow others, receiving their updates on a moving status bar. In Twitter, users can post 'updates' on anything (up to 140 characters), but the social network has become a great tool for the curation of news stories.
Digg is more centered on news stories, where users can vote for (or digg) stories and allow others users to view them.
Like other media on the World Wide Web, like music, videos and wikipedia pages, the researchers argue news stories are heavily long-tailed: A very few items become extremely popular, a few a vaguely popular leaving the vast majority to go largely unnoticed. To me, this is the study's golden kernel: Proof that these social networks are important tools to forward popular media stories, but less perfect for illuminating lesser-known stories.
The mean number of Digg stories runs about 50, while a few get 400 votes and a very small minority can reach as many as 1500. Compared to Twitter, stories move through Digg much faster -- largely because the network of friends is so large. Also, once a story receives many Diggs, it moves to the front page, allowing unsubscribed participants to vote it up. Only fast rising stories can remain on the front page because Digg received (in 2010) about 20,000 stories each day.
Twitter, a much larger network than Digg, nevertheless allows stories to expand -- but not at the same speeds as Digg. Twitter does not have a like function, so the researchers counted whenever a story was retweeted by another user to be seen by all of his or her users. This adds the potential contagion to spread deeper into the network. The researchers also found that stories reach this level on Twitter, but do not remain so viral for long.
From the researchers:
In spite of the similarities, there are quantitative differences in the structure and function of social networks on Digg and Twitter. Digg networks are dense and highly interconnected. A story posted on Digg initially spreads quickly through the network, with users who are following the submitter also likely to follow other voters. After the story is promoted to Digg's front page, however, it is exposed to a large number of unconnected users. The spread of the story on the network slows significantly, though the story may still generate a large response from Digg audience. The Twitter social network is less dense than Digg's, and stories spread through the network slower than Digg stories do initially, but they continue spreading at this rate as the story ages and generally penetrate the network father than Digg stories.
Information Contagion: an Empirical Study of the Spread of News on Digg and
Twitter Social Networks
Kristina Lerman and Rumi Ghosh