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Vocal Minority vs. Silent Majority. Eni Mustafaraj Samantha Finn Carolyn Whitlock Panagiotis Metaxas. IEEE SocialCom 2011 @ MIT Media Lab October 10, 2011. Gaming. How humans can use technology to “influence” the political process. Examples of gaming. Vocal Minority can:
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Vocal Minority vs. Silent Majority EniMustafaraj Samantha Finn Carolyn Whitlock Panagiotis Metaxas IEEE SocialCom 2011 @ MIT Media Lab October 10, 2011
Gaming How humans can use technology to “influence” the political process.
Examples of gaming Vocal Minority can: • Frame the conversation • Put pressure on the media
Implications Not all user-generated content is equal. The fact that we have lots of it, doesn’t mean we should use it as it is.
Special Election in MA Martha Coakley Democrat Attorney General Scott Brown Republican State Senator
Twitter Data Collection • January 13 – 20, 2010 • 234,697 tweets • 56,165 unique Twitter users
Vocal vs. Silent Silent users (1 tweet) Vocal users (50+ tweets) User Volume Silent users Vocal users Tweets Volume
Political Activism Friendship graph for 574 users with more than 50 tweets
Social Media Campaigns 115 tweets to report progress on Facebook fans 54 tweets to report progress on Twitter followers
30 lists with tweets 2758 tweets 180 media accounts targeted.
The Tweets-Factory against Media DO YOUR JOB SHINE THE LIGHT ON ACORN http://bit.ly/DoYourJob @ACORN Nat @SEIU @GlobeSenateRace @wwlp #masen WE THE PEOPLE WANT A FAIR ELECTION http://bit.ly/acRNFraud @ACORN Nat @SEIU @GlobeSenateRace @wwlp #masen
Conclusions • Tweets are not equal. • Opinion mining and predictions based on aggregated data cannot be trusted.
Thank you #questions