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Thinking Patterns of Users during
 Content Tagging in Social Media Sites
                         Pilot Study


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Aravind Sesagiri Raamkumar
Non-Textual Tagging



Agenda
Research objectives

Significance of the research
                                  Textual Tagging
Proposed methodology

Fieldwork

Initial findings
Research Objectives
 Explore key themes that characterize the thought process of users during
content tagging in social media sites


 To use qualitative research methods to validate the key findings of
quantitative & other research studies on tagging behavior:-
    Tagging motivations vary across different tagging systems

     Majority of users tend to be categorizers than describers

     Tagging system enhancements (ex: Tag Recommenders) have a
    significant impact on user’s tagging behavior
                                                    (Strohmaier, 2009)



                                Categorizer or Describer?
                               Public use or Personal use?
                               Consistent or Inconsistent?
                                  Formal vs. Informal?
a small but important note…

        Tagging in FB with person
        and place names is not
        free-text tagging!
Significance of the Research
Supposedly, first of its kind in qualitative research studies

Finding out new themes hitherto unattained by other research methodologies

Understanding the literacy level of users on the topic of content tagging
   So as to emphasize the need for education

Providing an entry point for ontology extraction from folksonomies
Methodology
               • Researcher motivations – related to core research areas
  Build-up (Folksonomy and Ontologies)
   to topic • Brief idea of a potential topic
  selection

               • Survey of literature within discipline
  Literature • In this case, it was outside the discipline
   Review

               • Arriving at the research objectives of the topic in hand
  Framing
  the topic

                                                                                        Participant
           • Validating the applicability of different research approaches
                                                                                        observation
  Approach • Selection of the appropriate approach - Mixed methods
  selection

               • Selecting sampling method - Convenience!
  Sampling • Questions for the interview based on research objectives        Tagging
                                                                                                      Interview
    and     • Selection of content for tagging exercise                      Exercise
  Questions




 For tagging exercise, certain resources (content) selected on the potential of evoking multiple
  interpretations
     • Images and web pages used for the exercise can be got from this link
Fieldwork
 Two pilot interviews within this pilot study
   • To evaluate the appropriateness of interview questions
   • To evaluate the effectiveness of the tagging exercise
   • To determine the flow of activities
           Initial set of   Tagging    2nd set of   Analyzing user   Last set of
           questions        exercise   questions    assigned tags    questions


 Interviews and tagging exercise conducted in natural settings

 Semi-structured Interviews conducted in native language

 Transcription process and analysis
    • Major issues and categories (themes) identified from each transcription
      immediately after each interview – concurrent interviewing and analysis
Initial Findings                                   Main Themes

   Users have a natural desire to describe non-textual content rather than textual content ->
   Hence can’t say users tend to be categorizers than describers in general, but…

   Users’ tagging behavior consciously changes based on content type and not based on
   the system -> Tagging behavior change across systems is an implication!

   Users' natural flow of thought is affected by tag enhancement features -> Perhaps, slight
   UI changes needed

   Users’ (lack of ) understanding of the entire tagging lifecycle is clearly seen in their
   perception of the whole process -> Most users (at least Asians) are in need of education

   Users think to add tags mainly for public usage and not for personal usage -> Goes with
   the expectations of tagging as an activity




Average of three to four tags added per resource - As        Tagging as an activity doesn’t seem to demand persuasion!
                      per NORM
Issues & Notes
Unsaturated potential themes
 Users’ tagging behavior is (in)dependant [of/on] personal life experiences
 Users’ tagging behavior changes from casual to formal in professional environments

Issues
 Observation is an inappropriate method for this topic
 Tagging is an activity that normally demands very less attention from users in real word settings
     =>High probability of showcasing idealistic behavior during tagging exercise
 Lack of a representative sample
 Volume of content (ex: images) tagged, determines the validity of theme 1

                                                                    High



                                                           Categorization
                                                           behavior
                                   Retort to theme 2 =>


                                                                    Low                                 High
                                                                            Volume of images uploaded
Future Work
A case study approach concentrating on a group of users (perhaps pilot users for a new
tagging based system) could be employed during the Requirements phase

Content analysis and questionnaires are the appropriate methods for analyzing large
samples (n=1000+) along with a few personal interviews – Triangulation

Non-English social media sites could be brought into the purview
Thank You




   Q&A

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Thinking patterns of users during content tagging in social media sites

  • 1. Thinking Patterns of Users during Content Tagging in Social Media Sites Pilot Study Place logo or logotype here, otherwise delete this. Aravind Sesagiri Raamkumar
  • 2. Non-Textual Tagging Agenda Research objectives Significance of the research Textual Tagging Proposed methodology Fieldwork Initial findings
  • 3. Research Objectives  Explore key themes that characterize the thought process of users during content tagging in social media sites  To use qualitative research methods to validate the key findings of quantitative & other research studies on tagging behavior:- Tagging motivations vary across different tagging systems  Majority of users tend to be categorizers than describers  Tagging system enhancements (ex: Tag Recommenders) have a significant impact on user’s tagging behavior (Strohmaier, 2009) Categorizer or Describer? Public use or Personal use? Consistent or Inconsistent? Formal vs. Informal?
  • 4. a small but important note… Tagging in FB with person and place names is not free-text tagging!
  • 5. Significance of the Research Supposedly, first of its kind in qualitative research studies Finding out new themes hitherto unattained by other research methodologies Understanding the literacy level of users on the topic of content tagging So as to emphasize the need for education Providing an entry point for ontology extraction from folksonomies
  • 6. Methodology • Researcher motivations – related to core research areas Build-up (Folksonomy and Ontologies) to topic • Brief idea of a potential topic selection • Survey of literature within discipline Literature • In this case, it was outside the discipline Review • Arriving at the research objectives of the topic in hand Framing the topic Participant • Validating the applicability of different research approaches observation Approach • Selection of the appropriate approach - Mixed methods selection • Selecting sampling method - Convenience! Sampling • Questions for the interview based on research objectives Tagging Interview and • Selection of content for tagging exercise Exercise Questions  For tagging exercise, certain resources (content) selected on the potential of evoking multiple interpretations • Images and web pages used for the exercise can be got from this link
  • 7. Fieldwork  Two pilot interviews within this pilot study • To evaluate the appropriateness of interview questions • To evaluate the effectiveness of the tagging exercise • To determine the flow of activities Initial set of Tagging 2nd set of Analyzing user Last set of questions exercise questions assigned tags questions  Interviews and tagging exercise conducted in natural settings  Semi-structured Interviews conducted in native language  Transcription process and analysis • Major issues and categories (themes) identified from each transcription immediately after each interview – concurrent interviewing and analysis
  • 8. Initial Findings Main Themes Users have a natural desire to describe non-textual content rather than textual content -> Hence can’t say users tend to be categorizers than describers in general, but… Users’ tagging behavior consciously changes based on content type and not based on the system -> Tagging behavior change across systems is an implication! Users' natural flow of thought is affected by tag enhancement features -> Perhaps, slight UI changes needed Users’ (lack of ) understanding of the entire tagging lifecycle is clearly seen in their perception of the whole process -> Most users (at least Asians) are in need of education Users think to add tags mainly for public usage and not for personal usage -> Goes with the expectations of tagging as an activity Average of three to four tags added per resource - As Tagging as an activity doesn’t seem to demand persuasion! per NORM
  • 9. Issues & Notes Unsaturated potential themes  Users’ tagging behavior is (in)dependant [of/on] personal life experiences  Users’ tagging behavior changes from casual to formal in professional environments Issues  Observation is an inappropriate method for this topic  Tagging is an activity that normally demands very less attention from users in real word settings =>High probability of showcasing idealistic behavior during tagging exercise  Lack of a representative sample  Volume of content (ex: images) tagged, determines the validity of theme 1 High Categorization behavior Retort to theme 2 => Low High Volume of images uploaded
  • 10. Future Work A case study approach concentrating on a group of users (perhaps pilot users for a new tagging based system) could be employed during the Requirements phase Content analysis and questionnaires are the appropriate methods for analyzing large samples (n=1000+) along with a few personal interviews – Triangulation Non-English social media sites could be brought into the purview
  • 11. Thank You Q&A