is social media making news generation & consumption better? krishna p. gummadi networked...
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Is social media making news generation & consumption better?
Krishna P. GummadiNetworked Systems Research Group
MPI-SWS, Germany
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Need to understand social media-based news dissemination better
• Three questions:1. Who is spreading news to whom?2. Why are users spreading news?• What incentives drive their behavior?
3. How is users’ exposure to news changing?
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Broad categories of users in Twitter
• Elites: Media organizations, celebrities, politicians, journalists– Have hundreds of thousands of followers– Very few (< 0.1% of users)
• Enthusiasts: Wanna-be-elites, bloggers, activists, domain experts– Have several hundred to thousands of followers– Small percentage (<1-2% of users)
• Grassroots: Ordinary users– Less than a couple of hundred followers– Large percentage (98-99% of users)
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1. Who is spreading news to whom?
• Studied coverage of protests in Iran & Maldova
• Elites: necessary and sufficient to reach a majority of Twitter users
• Enthusiasts: extend the reach of elites considerably
• Grassroots: surprisingly, don’t help much!
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2. Why are users spreading news?
• Elites: Their incentives are well understood
• Grassroots: Share & discuss news with friends
• Enthusiasts: What are their incentives?– Altruistic desire to do social good? – Selfish desire to become more influential?
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Incentives for enthusiasts• In a recent study of spammers in Twitter, we found that
most links to spammers come from enthusiasts!• Many are social marketers
– Tag cloud created from their bios:
• They often collude to increase their “influence”• How do their goals affect what news they tweet?
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3. How is users’ exposure to news changing?
• Are they being exposed to – only news they like?– more diverse opinions?– more niche stories in the long-tail?– more local news than global news? Or vice-versa?– more opinions than facts?
• How is the exposure affecting their understanding of the events?
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Summary• Is social media making news generation and consumption better?
• First, we need to better understand how social media-based news generation and consumption works
• Many basic questions still remain unanswered
• Lots of intuitive beliefs supported by anecdotal evidence
• Excellent opportunity for this community to verify existing theories and discover new ones using real data!