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A proof of concept for automated discourse
analysis in support of identification of
relationship building in blogs
David Phillips and Bruno Amaral
• Overview
– Large scale empirical evidence
– Advanced search and content analysis tools
– Identifying how relationships are formed, sustained
and changed in public discourse
– Very far reaching for PR, but also all soc sciences,
psychology, evolutionary science, political and
economic theory.
– Some early evidence about the dynamic of
relationships
– Exciting that PR has a fundamental breakthrough in
societal research
• Reputation, trust, brand loyalty, lobbying,
corporate license to operate depend on
relationships
• PR is a relationship discipline.
• What do we know about the dynamics of
relationships?
• Formation, Sustaining & Change
• Towards Relationships Management
– Widely understood tokens
– Values make up tokens
– Actors have different perception of tokens
– Common beliefs in values support
relationships
– Actors with different understanding of value
invoke dissonance.
•There is considerable research about
relationships.
•Very few large scale observations to identify the
actual building blocks in the formation sustaining
and change in relationships
•Empirical research on a very large scale needed
– especially in discourse.
• Personal blogs offer large scale discourse for social
observation
• Identifying actors
• Over time
• Tokens & values
• Relationships
• Triangulated testing:
– Hyperlink network analysis
– Word map networks
– Semantic concept networks
Values and tokens as integral parts of
relationships
Hyperlinks can be more than just resource
locators — tokens
The subjects actors talk about in blogs
reflect actor tokens & values
• Our goals
– To explore the possibility of mapping both
blogs and relationships between actors
– To draft a methodology for future research in
mapping relationships online
• The tools
– Urlnet
– Pajek (large network analysis)
– Latent Semantic Analysis
– Word Density Analysis
Looking at networks
The next graph will show us the network around “the infidel
bloggers’ alliance” blog
word iraq islam gaza palest arab muslim
number of occurrences in LSA 9 46 6 12 33 12
Word frequencies in the LSA
Results
Looking at networks
The next graph will show us the network around Jeremiah
Grossman’s blog
• Special thanks to software developers
who contributed to this research project:
– Girish Lakshminarayana and his team of
programmers in India – who developed a
special Latent Semantic Analysis tool
– Dale Hunscher Business Systems Analyst
University of Michigan Medical School and
Owner of South Wind Press – who provided
the software and online capability to explore
blog networks.
• Bruno offers an approach for discourse research that
goes to the heart of many areas of research in PR and
beyond.
• We are beginning to see evidence that common values
create relationships and probably publics
• Indications that values expressed in discourse on and
offline are a dynamic in formation of relationships,
networks and social groups.
• Potentially powerful theoretical proof for PR research
and practice in relationship management
Thank You

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A proof of concept for automated discourse analysis in support of identification of relationship building in blogs.

  • 1. A proof of concept for automated discourse analysis in support of identification of relationship building in blogs David Phillips and Bruno Amaral
  • 2. • Overview – Large scale empirical evidence – Advanced search and content analysis tools – Identifying how relationships are formed, sustained and changed in public discourse – Very far reaching for PR, but also all soc sciences, psychology, evolutionary science, political and economic theory. – Some early evidence about the dynamic of relationships – Exciting that PR has a fundamental breakthrough in societal research
  • 3. • Reputation, trust, brand loyalty, lobbying, corporate license to operate depend on relationships • PR is a relationship discipline. • What do we know about the dynamics of relationships? • Formation, Sustaining & Change
  • 4. • Towards Relationships Management – Widely understood tokens – Values make up tokens – Actors have different perception of tokens – Common beliefs in values support relationships – Actors with different understanding of value invoke dissonance.
  • 5. •There is considerable research about relationships. •Very few large scale observations to identify the actual building blocks in the formation sustaining and change in relationships •Empirical research on a very large scale needed – especially in discourse.
  • 6. • Personal blogs offer large scale discourse for social observation • Identifying actors • Over time • Tokens & values • Relationships
  • 7. • Triangulated testing: – Hyperlink network analysis – Word map networks – Semantic concept networks
  • 8. Values and tokens as integral parts of relationships Hyperlinks can be more than just resource locators — tokens The subjects actors talk about in blogs reflect actor tokens & values
  • 9. • Our goals – To explore the possibility of mapping both blogs and relationships between actors – To draft a methodology for future research in mapping relationships online
  • 10. • The tools – Urlnet – Pajek (large network analysis) – Latent Semantic Analysis – Word Density Analysis
  • 11. Looking at networks The next graph will show us the network around “the infidel bloggers’ alliance” blog
  • 12.
  • 13. word iraq islam gaza palest arab muslim number of occurrences in LSA 9 46 6 12 33 12 Word frequencies in the LSA Results
  • 14. Looking at networks The next graph will show us the network around Jeremiah Grossman’s blog
  • 15.
  • 16.
  • 17. • Special thanks to software developers who contributed to this research project: – Girish Lakshminarayana and his team of programmers in India – who developed a special Latent Semantic Analysis tool – Dale Hunscher Business Systems Analyst University of Michigan Medical School and Owner of South Wind Press – who provided the software and online capability to explore blog networks.
  • 18. • Bruno offers an approach for discourse research that goes to the heart of many areas of research in PR and beyond. • We are beginning to see evidence that common values create relationships and probably publics • Indications that values expressed in discourse on and offline are a dynamic in formation of relationships, networks and social groups. • Potentially powerful theoretical proof for PR research and practice in relationship management

Hinweis der Redaktion

  1. The network was so large, that instead of looking at all the LSA results we opted to count the number of times certain words were mentioned