A comparative study of bloggers linking to professional and participatory media. Do bloggers refer to a broad range of viewpoints and do they evaluate and comment on linked material? Through a combined content and network analysis of 323 blogs, this study reveals that bloggers primarily give attention to a small selection of articles on a given topical basis.
HARNESSING AI FOR ENHANCED MEDIA ANALYSIS A CASE STUDY ON CHATGPT AT DRONE EM...
Future of Journalism 2013: Analysis of structural constraints to the public sphere under conditions of new media
1. Future of Journalism Conference 2013
Cardiff, September 12th 2013
FOLLOW-UP COMMUNICATION
IN THE BLOGOSPHERE
A comparative study of bloggers linking to
professional and participatory media
Dr. Christian Nuernbergk
2. Analysis of structural constraints to the public sphere under the
conditions of new media enabling “self-government”
The “networked public sphere”
Benkler (2006): Network structures on the Internet exhibit an ordered
system of filtering, intake and synthesis
Critiques about democratising effects and openness remain:
fragmentation (Sunstein, 2007) vs. concentration (Hindman, 2009)
New emerging news production models and opportunities for user
contributions
Professional and participatory media; complementarity rather than
competition (Neuberger & Nuernbergk, 2010)
public follow-up communication: “networked conversation“?
Cooperative mode and decentralised peer-review?
3. ► Follow-up Communication on the Internet
Traditional concept: interpersonal communication which relies on mass
media content, therefore making mass communication a primary subject in
discussions (Sommer, 2010; Eble, 2012).
Network-based media allows follow-up communication to become publicly
mediated; “public mode of interpersonal communication“ (Haas/Brosius, 2011)
(More) transparency regarding user’s preferences and contents: abilities
to connect and to contribute combined with observability, searchability, and
replicability of social media postings
Collaborative filtering as a result of networked content (Benkler, 2006;
Schmidt 2011)
Selectivity and content diversity of public follow-up communication:
Adding, or reinterpreting information? (Reese et al. 2007; Xenos 2008)
Openness of follow-up communication structures: Dynamics in the
contributors‟ network? (Nahon, 2011)
4. An approach for empirically testing differences and similarities by comparing
media coverage and related communication in network-based citizen media:
Transparency: Which actors and issues are made visible in professional mainstream
media and in network-based citizen media?
Validation: Do discourses correspond among professional media and network-based
citizen media? Which differences can be found regarding specific issues (evaluation of
sources, attributions, framing)?
Social navigation: How interconnected are professional media and citizen media
through linking patterns and other marked referrals to each other (e. g. citing sources
or other contributors‟ views)?
Identity formation: What kind of collective identity formation can be observed? How do
contributors in network-based media express and communicate differences to
professional media in their coverage?
► Dimensions for an examination of filter mechanisms
in the networked public-sphere:
5. Research Questions: “Follow-up Communication in the Blogosphere”
RQ1: What kind of network structure describes the follow-up communication
induced by professional and participatory news media in the
blogosphere?
RQ2: What kind of bloggers select, comment and link to professional and
participatory content?
7. Selected Issue: G8-Summit Heiligendamm
Contested political occasion (“counter-issue“ with several demonstrations);
high relevance and newsworthiness (main media event)
Clear time frames and good searchability
Increase of media-related participation and resonance in the social web discussing
this issue
Method: combining content analysis and network analysis:
In focus: Online press coverage, which induces follow-up communication in the
blogosphere
Selected time period: two weeks around the summit (May 28th to June 10th, 2007)
A related study researching print media (Rucht & Teune, 2008) offers possibilities to
compare online and offline differences
8. ► Internal and external networks of follow-up communication
Indymedia
Spiegel
Online
(external) network border
Blogs
9. Determination of relevant units through a hybrid selection process
Keyword: „Heiligendamm“ (issue-centred selection)
Identification of relevant articles in the archives of Spiegel Online and Indymedia
(media-centred selection)
Creating a archive-based list with specific URLs to each article
Collection and saving of all articles with LexiURL Linklist Analyser (Wolverhampton
Cybermetrics Group, Mike Thelwall)
Transformation of all URLs into automated search requests by using LexiURL
and the blog search engine Technorati (see Thelwall & Hasler 2007; Bruns 2007; Erlhofer 2010)
Open identification of follow-up communication for each URL; reflection of search
behaviour
All result lists generated by Technoraty were archived with LexiURL
Crawling of outlinks on these lists (= results referring to blog posts) and final
collection of all relevant 423 postings for content analysis procedures.
10. ► Findings (RQ1)
Blog Postings per Day
(in percent, shares for each network cluster„s follow-up communication identified in the time period from 28th May to
29th 2007, content analysis 2007)
0%
2%
4%
6%
8%
10%
12%
14%
16%
18%
nur Spiegel Online-Anschlusskomm. (n=247)
nur Indymedia-Anschlusskomm. (n=104)
gemeinsame Anschlusskomm. (Spiegel Online
und Indymedia verlinkt) (n=70)
Only reactions to Spiegel Online-articles (n=247)
Only reactions to Indymedia-articles (n=104)
Shared reactions (blog postings linking to articles
of Spiegel Online as well as Indymedia) (n=70)
Phasis of late-
following
reactions in
blogposts after
11th June
Time period
Number of
nodes
Share in
% (n=323)
Growth
in %*
Number of
edges
Share in
% (n=115)
Growth
in %*
28.05.-29.05.2007 13 4,0 4,0 0 0 0
30.05.-31.05.2007 35 10,9 6,9 2 1,7 1,7
01.06.-02.06.2007 71 22,0 11,1 7 6,1 4,4
03.06.-04.06.2007 130 40,3 18,3 21 18,3 12,2
05.06.-06.06.2007 199 61,6 21,3 68 59,1 40,8
11. # 1125.01.2012 # 1125.01.2012
Institut für Kommunikationswissenschaft und Medien-
forschung
Forschungs- und Lehrbereich Neuberger
Network of all identified and analysed blogs which link
to relevant articles of Spiegel Online or Indymedia
(325 nodes, 477 edges)
Three clusters
green: only reactions to Indymedia
red: only reactions to Spiegel Online
blue: shared reactions
„Networked conversation?“
► Findings (RQ1)
Network of Follow-up
Communication
12. ► Findings (RQ1)
Network of Follow-up
Communication (only Reactions)
Identified link connections among
contributing blogs
(323, nodes, 115 edges)
Three clusters
green: only reactions to Indymedia
red: only reactions to Spiegel Online
blue: shared reactions
13. Coverage Follow-up Communication
Main topic of article/posting Spiegel Online
(n=184)
Indymedia
(n=265)
Spiegel
Online- only
(n=246)
Indymedia-
only
(n=104)
Shared
reactions
(n=70)
Total
(n=420)
Protest (in general) 33 61 23 54 24 31
Security measures/
Police violence at protests
14 22 21 25 37 25
G8-summit happenings (in general) 11 1 12 5 0 8
Government’s arguments 7 0 3 0 0 2
Protestors’ arguments 7 2 1 0 1 1
Globalisation (in focus) 4 0 2 0 1 1
Climate change (in focus) 13 0 5 0 1 3
Media coverage
about event or related protests
4 6 25 14 30 23
Other focus 8 8 9 2 4 6
Cramer’s-V= .357, p< .001
►Results (RQ 1):
Main topics in the coverage of Indymedia, Spiegel Online and in the sample of their
follow-up communication in blogs (in %)
14. Type of external link destination
Spiegel Online-
only (n=972)
Indymedia-only
(n=415)
Shared reactions
(n=540)
Total
(n=1927)
Professional-edited news sites
(in affiliation with traditional media)
38,6 29,2 34,6 35,4
Professional-edited news sites (Internet-only) 3,6 4,1 6,9 4,6
Community-edited news sites 1,5 0,7 0,9 1,2
Weblogs (external), Twitter (linked accounts) 17,2 18,6 23,5 19,3
Protest websites 13,9 24,3 15,4 16,6
Governmental websites, political parties, public
administration and police websites
3,4 4,1 3,5 3,6
Justice (court websites) 0,7 0,7 0,6 0,7
Associations, unions 1,1 0,0 1,3 0,9
Main Internet portals, search engines 11,8 13,3 9,1 11,4
Other websites 8,1 5,1 4,3 6,4
Manual calculation. n-values comprise all external links (including multiple relations if more than one posting from an analysed blog linked to same external destination)
►Results (RQ 1):
Outgoing links: share of external destination types resulting from network clusters in
the follow-up communication (in %)
15. ►Results (RQ 1):
Popular links in the follow-up communication blog network
(sorted by Indegree, network analysis)
64
34
34
27
26
25
24
19
19
17
16
16
15
15
15
13
13
13
12
12
11
10
9
9
9
9
9
0 20 40 60 80
de.wikipedia.org
g8-tv.org
heise.de/tp
welt.de
jungewelt.de
spiegelfechter.com
sueddeutsche.de
ndr.de
tagesschau.de
youtube.com
spreeblick.com
politblog.net
netzeitung.de
stern.de
taz.de
stefan-niggemeier.de
polizei.mvnet.de
zeit.de
bild.t-online.de
g-8.de
zdf.de
heise.de
citronengras.de
faz.net
focus.de
freie-radios.net
gipfelsoli.org
Only nodes with indegree ≤ 2: 144 of 757 nodes, 233 of 1505 edges
node colour: red (activist sites, protest against g8), blue (external weblogs, main Internet portals), yellow (professional-edited news media), black (blogs
in the follow-up communication promoting links; non-classified sites).
16. The follow-up communication in blogs is mainly focused on selected
media items and articles
Contributions of Spiegel Online as well as Indymedia disparately provoked
follow-up communication in the blogosphere
Moderately connected clusters of blogs which bridge reactions to
Indymedia as well as Spiegel Online
Functional filtering based on a common and small selection of blog
postings which receive attention regarding a specific topic (center-periphery
pattern)
Most blog reactions remain isolated in the blogosphere. This indicates
that public follow-up communication does not necessarily switch into an
interactive mode of “networked conversation” (also few reciprocal ties)
The contributors‟ network leads to similarities regarding the distribution of
received comments (indicates filter-effectivity)
Topical patterns in the media are only partially reflected in the related
follow-up communication: blogs link more often to articles with criticism on the
media‟s conduct and highlight aspects which were less covered.
► Summary (RQ 1)
17. Most investigated blogs are published by independent single authors (77%,
n=239). Author collectives (16%) as well as blogs provided by political
organisations (4%) are less common [2010]
Low level of gender equality: 6% women„s share (n=96)
Low level of direct activism: 8% participated in a G8-protest rally
Signs of political partisanship: Positioning on a „left-right continuum” difficult
in most of the cases; leftists‟ share (20%, n=261)
„A-List“: 3% (n=323) belong to the German Top100 blogs
Visibility: 23% (n=261) don„t show any incoming links according to Google
Activity level: 35% (n=255) were updated at least five times in the last 30 days
[2010]
A minority of blogs exhibits signs for a journalistic affiliation of their author or
publisher (9%, n=258) [2010]
► Results (RQ 2)
Who participated? Characteristics of contributing bloggers
18. ► Outlook
Issue-specific filter mechanisms in participatory, network-based media demand
a comparative design
Identification of similar patterns regarding link formation, networking and
re-communication of content for examination of filter effectivity (homophily,
polarisation, centralisation)
Additional analysis of comments attached to blog postings
Study revealed that networking is rather not indicating endorsement
Future research should also focus on context of links
Further research is needed to examine the diffusion of news in network-based
media and specific processes of amplification in issue-related social networks
Considering external factors in the diffusion of social news
(Transparency regarding algorithms and code)
Temporal analysis: Filter dynamics
19. Thank you!
Dr. Christian Nuernbergk
Department of Communication Science
and Media Research (IfKW)
Ludwig-Maximilians-Universität München
nuernbergk@ifkw.lmu.de
twitter.com/nuernbergk
fb.com/pages/Lehrstuhl-Prof-Neuberger