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Beyond the stars:
                            Interpreting discourse
                            cohesion in Twitter as an
                            indicator of community
                            Cornelius Puschmann, University of Düsseldorf /
                            Institute for Internet and Society
                            DIATA 11 Workshop
                            15. September 2011, Düsseldorf




Sonntag, 25. September 11
This talk: an idea, a suggestion, bits of data

         #1
         How are conversations conducted on Twitter and
         what issues emerge with establishing coherence?

                              #2
                              How and why is @-messaging used among
                              members of a specific community?

                                     #3
                                     How can conversations (rather than friends/
                                     followers) be used to measure social cohesion?


Sonntag, 25. September 11
User timeline




                                            single timeline




Sonntag, 25. September 11
„all friends“ view




                                            aggregation of the
                                         timelines of other users




Sonntag, 25. September 11
Time and the „all friends“ view


                            Lovely weather this morning!




Sonntag, 25. September 11
Time and the „all friends“ view


                            Lovely weather this morning!




                                             @cornelius Same over here!




Sonntag, 25. September 11
Time and the „all friends“ view


                            Lovely weather this morning!                  @adeline nice! how have you been lately?




                                             @cornelius Same over here!




Sonntag, 25. September 11
Time and the „all friends“ view


                            Lovely weather this morning!                         @adeline nice! how have you been lately?




                                              @cornelius Same over here!




                               Okay, this is interesting: http://something.com




Sonntag, 25. September 11
Time and the „all friends“ view


                            Lovely weather this morning!                                    @adeline nice! how have you been lately?




                                              @cornelius Same over here!




                               Okay, this is interesting: http://something.com




                                                  RT @parker Okay, this is interesting: http://something.com




Sonntag, 25. September 11
Time and the „all friends“ view


                            Lovely weather this morning!                                    @adeline nice! how have you been lately?




                                              @cornelius Same over here!




                               Okay, this is interesting: http://something.com




                                                  RT @parker Okay, this is interesting: http://something.com




                                                        Breaking news about something: http://something.com (via @zeigor, @parker)




Sonntag, 25. September 11
Time and the „all friends“ view
                                            Point in time #1                                                   Point in time #2


                            Lovely weather this morning!                                    @adeline nice! how have you been lately?




                                              @cornelius Same over here!




                               Okay, this is interesting: http://something.com




                                                  RT @parker Okay, this is interesting: http://something.com




                                                        Breaking news about something: http://something.com (via @zeigor, @parker)




Sonntag, 25. September 11
Time and the „all friends“ view
                                            Point in time #1                                                   Point in time #2


                            Lovely weather this morning!                                    @adeline nice! how have you been lately?

                                                                     conversation
                                              @cornelius Same over here!




                               Okay, this is interesting: http://something.com




                                                  RT @parker Okay, this is interesting: http://something.com




                                                        Breaking news about something: http://something.com (via @zeigor, @parker)




Sonntag, 25. September 11
Time and the „all friends“ view
                                            Point in time #1                                                   Point in time #2


                            Lovely weather this morning!                                    @adeline nice! how have you been lately?

                                                                     conversation
                                              @cornelius Same over here!




                               Okay, this is interesting: http://something.com




                                                  RT @parker Okay, this is interesting: http://something.com




                                                        Breaking news about something: http://something.com (via @zeigor, @parker)




                    Twitter doesn‘t lend itself well to conversation.
Sonntag, 25. September 11
Premise
                                      Twitter conversation

     individual tweet




Sonntag, 25. September 11
Premise
                                         Twitter conversation

     individual tweet




 Thesis:
 Examining longer stretches of discourse rather than individual
 tweets is methodologically superior in some research contexts.
Sonntag, 25. September 11
Celebrities vs. casual Twitter users



    In [Twitter‘s] follower-following topology analysis we have found a
    non-power-law follower distribution, a short effective diameter, and
    low reciprocity, which all mark a deviation from known
    characteristics of human social networks.
                                         - Kwak, Lee, Park & Moon, 2010




Sonntag, 25. September 11
Celebrities vs. casual Twitter users



      [C]elebrity practice reinforces unequal power differentials. While
      Twitter users who do not use the site instrumentally may think of their
      followers as friends or family, celebrity practice necessitates viewing
      followers as fans.
                                                    - Marwick and boyd, 2011




Sonntag, 25. September 11
Celebrities vs. casual Twitter users

                   celebrities (RL and SoMe)              casual users

                            many followers              fewer followers

                      # friends < # followers       # friends = # followers
                    small % of followers are        larger % of followers are
                     conversation partners            conversation partners
                   people who communicate               people who don‘t
                   professionally (e.g. artists)   communicate professionally

                   broadcasting, performance             conversation

Sonntag, 25. September 11
The data


1         I conducted a pilot study of 10 “casual“ German
          and Austrian Twitter users in Spring 2011.


                  2         Central issues of the study were
                            privacy and self-disclosure.
                                  My approach combined email
                              3   interviews with diachronic content
                                  analysis.


                                   4   I followed this up with a study of 25
                                       video game enthusiasts on Twitter.


Sonntag, 25. September 11
Types of tweets in the pilot study




                                         33%

                                                                                       n = 4052
                                                                         54%


                                           12%
                                                     2%


                            @-messages    Retweets        Tweets containing URLs   other Tweets
Sonntag, 25. September 11
Sonntag, 25. September 11
Sonntag, 25. September 11
Approach of the gamer study

                      • studied a community of German-speaking gamers
                      • tracked 24 users for a period of 6 weeks
                      • collected ~50k tweets
                      • 38k of these were @-messages
                      • recruited subjects through an informer




Sonntag, 25. September 11
Time S                                                  Text
              14:15:40 Gary    Diese User-Review zu From Dust auf Metacritic hat mich restlos überzeugt! http://...


              14:16:51 Bob     @Gary Habe Metacritic all die Jahre unterschätzt :P

                               @Gary @Steve Wollt ihr auf dem Pressetag der GC jetzt eigentlich irgendwas
              14:18:30 Chris
                               kreatives machen?

                               @Steve @Gary Könnte mir vielleicht ne kleine HD-Cam ausleihen, aber keine Ahnung
              14:19:56 Chris
                               wieviel Speicher die hat und ob gute Qualität

                               @Bob Ich bin einfach vom Stil des Schreibers überrascht. Wer so "sophisticated"
              14:24:57 Gary
                               schreiben kann, muss Ahnung haben!

                               @Chris Ähhh... der @Steve klärt das schon ab. Ich fänd's cool, aber ich bin Mittwoch
              14:25:50 Gary
                               schon ziemlich ausgelastet.

              14:26:47 Chris   @Gary wieso was musst du denn machen?

                               @Chris Termine, mein Freund! Alles voller Termine. Ich muss auch vor den Anderen
              14:27:20 Gary
                               mein Mittagessen zu mir nehmen ;)

              14:27:26 Bob     @Gary True Art is Incomprehensible! True Art is Offensive! ^^




Sonntag, 25. September 11
Friends/Followers for user Gary




Sonntag, 25. September 11
Conversation network for user Gary




Sonntag, 25. September 11
Observations


                       Usage of Twitter differs so significantly from one user group
              1        to another that the claim of it being a channel for
                       broadcasting can be contested.
                                Users conduct surprisingly long and structured
                            2   conversations with recurring communicative
                                partners.
                                     A surprisingly large number of these
                                 3   partners are neither friends or followers of
                                     the users.



Sonntag, 25. September 11
Thank You for your attention!




Sonntag, 25. September 11

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Interpreting Discourse Cohesion in Twitter

  • 1. Beyond the stars: Interpreting discourse cohesion in Twitter as an indicator of community Cornelius Puschmann, University of Düsseldorf / Institute for Internet and Society DIATA 11 Workshop 15. September 2011, Düsseldorf Sonntag, 25. September 11
  • 2. This talk: an idea, a suggestion, bits of data #1 How are conversations conducted on Twitter and what issues emerge with establishing coherence? #2 How and why is @-messaging used among members of a specific community? #3 How can conversations (rather than friends/ followers) be used to measure social cohesion? Sonntag, 25. September 11
  • 3. User timeline single timeline Sonntag, 25. September 11
  • 4. „all friends“ view aggregation of the timelines of other users Sonntag, 25. September 11
  • 5. Time and the „all friends“ view Lovely weather this morning! Sonntag, 25. September 11
  • 6. Time and the „all friends“ view Lovely weather this morning! @cornelius Same over here! Sonntag, 25. September 11
  • 7. Time and the „all friends“ view Lovely weather this morning! @adeline nice! how have you been lately? @cornelius Same over here! Sonntag, 25. September 11
  • 8. Time and the „all friends“ view Lovely weather this morning! @adeline nice! how have you been lately? @cornelius Same over here! Okay, this is interesting: http://something.com Sonntag, 25. September 11
  • 9. Time and the „all friends“ view Lovely weather this morning! @adeline nice! how have you been lately? @cornelius Same over here! Okay, this is interesting: http://something.com RT @parker Okay, this is interesting: http://something.com Sonntag, 25. September 11
  • 10. Time and the „all friends“ view Lovely weather this morning! @adeline nice! how have you been lately? @cornelius Same over here! Okay, this is interesting: http://something.com RT @parker Okay, this is interesting: http://something.com Breaking news about something: http://something.com (via @zeigor, @parker) Sonntag, 25. September 11
  • 11. Time and the „all friends“ view Point in time #1 Point in time #2 Lovely weather this morning! @adeline nice! how have you been lately? @cornelius Same over here! Okay, this is interesting: http://something.com RT @parker Okay, this is interesting: http://something.com Breaking news about something: http://something.com (via @zeigor, @parker) Sonntag, 25. September 11
  • 12. Time and the „all friends“ view Point in time #1 Point in time #2 Lovely weather this morning! @adeline nice! how have you been lately? conversation @cornelius Same over here! Okay, this is interesting: http://something.com RT @parker Okay, this is interesting: http://something.com Breaking news about something: http://something.com (via @zeigor, @parker) Sonntag, 25. September 11
  • 13. Time and the „all friends“ view Point in time #1 Point in time #2 Lovely weather this morning! @adeline nice! how have you been lately? conversation @cornelius Same over here! Okay, this is interesting: http://something.com RT @parker Okay, this is interesting: http://something.com Breaking news about something: http://something.com (via @zeigor, @parker) Twitter doesn‘t lend itself well to conversation. Sonntag, 25. September 11
  • 14. Premise Twitter conversation individual tweet Sonntag, 25. September 11
  • 15. Premise Twitter conversation individual tweet Thesis: Examining longer stretches of discourse rather than individual tweets is methodologically superior in some research contexts. Sonntag, 25. September 11
  • 16. Celebrities vs. casual Twitter users In [Twitter‘s] follower-following topology analysis we have found a non-power-law follower distribution, a short effective diameter, and low reciprocity, which all mark a deviation from known characteristics of human social networks. - Kwak, Lee, Park & Moon, 2010 Sonntag, 25. September 11
  • 17. Celebrities vs. casual Twitter users [C]elebrity practice reinforces unequal power differentials. While Twitter users who do not use the site instrumentally may think of their followers as friends or family, celebrity practice necessitates viewing followers as fans. - Marwick and boyd, 2011 Sonntag, 25. September 11
  • 18. Celebrities vs. casual Twitter users celebrities (RL and SoMe) casual users many followers fewer followers # friends < # followers # friends = # followers small % of followers are larger % of followers are conversation partners conversation partners people who communicate people who don‘t professionally (e.g. artists) communicate professionally broadcasting, performance conversation Sonntag, 25. September 11
  • 19. The data 1 I conducted a pilot study of 10 “casual“ German and Austrian Twitter users in Spring 2011. 2 Central issues of the study were privacy and self-disclosure. My approach combined email 3 interviews with diachronic content analysis. 4 I followed this up with a study of 25 video game enthusiasts on Twitter. Sonntag, 25. September 11
  • 20. Types of tweets in the pilot study 33% n = 4052 54% 12% 2% @-messages Retweets Tweets containing URLs other Tweets Sonntag, 25. September 11
  • 23. Approach of the gamer study • studied a community of German-speaking gamers • tracked 24 users for a period of 6 weeks • collected ~50k tweets • 38k of these were @-messages • recruited subjects through an informer Sonntag, 25. September 11
  • 24. Time S Text 14:15:40 Gary Diese User-Review zu From Dust auf Metacritic hat mich restlos überzeugt! http://... 14:16:51 Bob @Gary Habe Metacritic all die Jahre unterschätzt :P @Gary @Steve Wollt ihr auf dem Pressetag der GC jetzt eigentlich irgendwas 14:18:30 Chris kreatives machen? @Steve @Gary Könnte mir vielleicht ne kleine HD-Cam ausleihen, aber keine Ahnung 14:19:56 Chris wieviel Speicher die hat und ob gute Qualität @Bob Ich bin einfach vom Stil des Schreibers überrascht. Wer so "sophisticated" 14:24:57 Gary schreiben kann, muss Ahnung haben! @Chris Ähhh... der @Steve klärt das schon ab. Ich fänd's cool, aber ich bin Mittwoch 14:25:50 Gary schon ziemlich ausgelastet. 14:26:47 Chris @Gary wieso was musst du denn machen? @Chris Termine, mein Freund! Alles voller Termine. Ich muss auch vor den Anderen 14:27:20 Gary mein Mittagessen zu mir nehmen ;) 14:27:26 Bob @Gary True Art is Incomprehensible! True Art is Offensive! ^^ Sonntag, 25. September 11
  • 25. Friends/Followers for user Gary Sonntag, 25. September 11
  • 26. Conversation network for user Gary Sonntag, 25. September 11
  • 27. Observations Usage of Twitter differs so significantly from one user group 1 to another that the claim of it being a channel for broadcasting can be contested. Users conduct surprisingly long and structured 2 conversations with recurring communicative partners. A surprisingly large number of these 3 partners are neither friends or followers of the users. Sonntag, 25. September 11
  • 28. Thank You for your attention! Sonntag, 25. September 11