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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
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?
User timeline




                single timeline
„all friends“ view




                aggregation of the
             timelines of other users
Time and the „all friends“ view


Lovely weather this morning!
Time and the „all friends“ view


Lovely weather this morning!




                 @cornelius Same over here!
Time and the „all friends“ view


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




                 @cornelius Same over here!
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
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
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)
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)
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)
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.
Premise
                             Twitter conversation

individual tweet
Premise
                                        Twitter conversation

 individual tweet




Thesis:
Examining longer stretches of discourse rather than individual
tweets is methodologically superior in some research contexts.
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
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
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
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.
Types of tweets in the pilot study




             33%

                                                           n = 4052
                                             54%


               12%
                         2%


@-messages    Retweets        Tweets containing URLs   other Tweets
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
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! ^^
Friends/Followers for user Gary
Conversation network for user Gary
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.
Thank You for your attention!

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La novela pastoril copy studium

  • 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
  • 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?
  • 3. User timeline single timeline
  • 4. „all friends“ view aggregation of the timelines of other users
  • 5. Time and the „all friends“ view Lovely weather this morning!
  • 6. Time and the „all friends“ view Lovely weather this morning! @cornelius Same over here!
  • 7. Time and the „all friends“ view Lovely weather this morning! @adeline nice! how have you been lately? @cornelius Same over here!
  • 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
  • 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
  • 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)
  • 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)
  • 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)
  • 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.
  • 14. Premise Twitter conversation individual tweet
  • 15. Premise Twitter conversation individual tweet Thesis: Examining longer stretches of discourse rather than individual tweets is methodologically superior in some research contexts.
  • 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
  • 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
  • 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
  • 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.
  • 20. Types of tweets in the pilot study 33% n = 4052 54% 12% 2% @-messages Retweets Tweets containing URLs other Tweets
  • 21.
  • 22.
  • 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
  • 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! ^^
  • 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.
  • 28. Thank You for your attention!

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