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. Gummadi Networked Systems Research Group MPI-SWS, Germany

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Page 1: Is social media making news generation & consumption better? Krishna P. Gummadi Networked Systems Research Group MPI-SWS, Germany

Is social media making news generation & consumption better?

Krishna P. GummadiNetworked Systems Research Group

MPI-SWS, Germany

Page 2: Is social media making news generation & consumption better? Krishna P. Gummadi Networked Systems Research Group MPI-SWS, Germany

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?

Page 3: Is social media making news generation & consumption better? Krishna P. Gummadi Networked Systems Research Group MPI-SWS, Germany

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)

Page 4: Is social media making news generation & consumption better? Krishna P. Gummadi Networked Systems Research Group MPI-SWS, Germany

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!

Page 5: Is social media making news generation & consumption better? Krishna P. Gummadi Networked Systems Research Group MPI-SWS, Germany

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?

Page 6: Is social media making news generation & consumption better? Krishna P. Gummadi Networked Systems Research Group MPI-SWS, Germany

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?

Page 7: Is social media making news generation & consumption better? Krishna P. Gummadi Networked Systems Research Group MPI-SWS, Germany

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?

Page 8: Is social media making news generation & consumption better? Krishna P. Gummadi Networked Systems Research Group MPI-SWS, Germany

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!