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Cloud 5: Behaviours and Context




                      John Griffiths
                        Feb 1st 2011
Going to be talking about
                      ? What does online data deliver best
                        content vs
                        behaviours vs




   Internet content is poor grade content
   But outstanding contextual and behavioural data – so
    let’s treat it as such
   And it’s a Knowing resource..
          Cloud of free
The research task: finding the fruit




 Cloud of Knowing
Qualitative technique
                      Separation of process from
                       content in qual
                      Reportage –– no separation –
                       pulp!




Cloud of Knowing
Arbitrary
                       Artificial


Does context matter?
 Cloud of Knowing
Dictionary definitions




                      Source businessdictionary.com
Cloud of Knowing
Dictionary definitions




                      Source businessdictionary.com
Cloud of Knowing
Dictionary definitions




                                The part of a text or statement
                                that surrounds a particular
Source businessdictionary.com   word or passage and
       Cloud of Knowing         determines its meaning.
Imposing frames of reference

Does context matter?
 Cloud of Knowing
Thinking about advertising you
          have seen in the last 2
          weeks..

        When you make gravy.. What
         do you usually?




Cloud of Knowing
Why focus on context?
   Because found online content
    doesn’t match offline
    research content
   What people spontaneously
    post is richer in behavioural
    and contextual data



      Play to your strengths
        Cloud of Knowing
Ocean vs jellyfish




         Jellyfish 99% water and mostly transparent –
          people are unreliable at reporting recall,
          behaviour, let alone culture changes
         Are we researching the jellyfish – or are we
          using the jellyfish to understand the ocean?
  Cloud of Knowing
Wineglass vs Mattress
   Remarkably difficult to start a movement
    that travels the length of the mattress –
    LOTS of post rationalisation – mostly with
    non commercial virals
   Behaviours and contextual data spread faster
    than content




Cloud of Knowing
Not everybody online is equal


                        Creators
Curators
                         Fans

                        Viewers

                       Bystanders
    Cloud of Knowing
Grading data: the curator curve
     Some people know a lot more than others,
     Some post a lot more content than others
     A significant proportion of non commercial web
      content is published by a relatively few sources
     How much you have posted affects the content you
      post – and what you say.
     We need to factor in a measure for curation for
      every piece of data we examine
     And identify those who create and the fans who link
      comment and forward

Cloud of Knowing
Grading data: the attention curve
     We pay a lot more attention to some information
      than others
     Currency comes from lots of people perceiving that
      others are perceiving it too
     It affects how we talk about it
     Much of the desire to reach large numbers of people
      comes from brand manager’s desire to locate and
      aggregate an audience
     When we track how many people have paid
      attention we need to identify creators and fans
      separately from audience and bystanders
     Bystanders received it but didn’t pay attention
Cloud of Knowing
camcorders
 Usage: Mothers with babies and toddlers
     Behaviour
          Stills uploaded – where uploaded
          uploaded clips: clip length, number
          Verbatims about trips with young children –
           camera mentions
          Camcorder vs mobile usage/repertoire
     Geographical context
          Geotagging – where clips being shot
          Geo distribution of images/clips

Cloud of Knowing
More usage..
       Social Context
             Subject matter
             What the children are doing
             What is said about what the
              children are doing
       Social media context
             Who photos clips are mailed to
             Who comments
             Who forwarded to
             Keywords used


Cloud of Knowing
Purchase
     Triggers to purchase
          Camcorder/camera repairs search enquiries
          Visits to camera camcorder websites
          Competitor models considered, sort criteria
          Features searched for
     Social media context
          Asking for advice about cameras used
          Who comments
          Who forwarded to
          Keywords used


Cloud of Knowing
Social media currency
 for each item of data
     Social metrics
          Audience curve:
             Size and scale of audience – index against

              other types of clip
          Curator curve:
             Frequency and regularity of posting or

              commenting on this topic compared with
                          others.



Cloud of Knowing
Conclusions
    Contextual and behavioural data is so much
     more than online behaviour
    Probably needs an offline research study to
                                     Disc
     identify interesting behaviours     us s
                                              !!
    Once identified behaviours and context can
     be tracked.
    Frequency and change over time can be
     automatically monitored


Cloud of Knowing

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Cloud 5 context and behaviours

  • 1. Cloud 5: Behaviours and Context John Griffiths Feb 1st 2011
  • 2. Going to be talking about ? What does online data deliver best content vs behaviours vs  Internet content is poor grade content  But outstanding contextual and behavioural data – so let’s treat it as such  And it’s a Knowing resource.. Cloud of free
  • 3. The research task: finding the fruit Cloud of Knowing
  • 4. Qualitative technique  Separation of process from content in qual  Reportage –– no separation – pulp! Cloud of Knowing
  • 5. Arbitrary Artificial Does context matter? Cloud of Knowing
  • 6. Dictionary definitions Source businessdictionary.com Cloud of Knowing
  • 7. Dictionary definitions Source businessdictionary.com Cloud of Knowing
  • 8. Dictionary definitions The part of a text or statement that surrounds a particular Source businessdictionary.com word or passage and Cloud of Knowing determines its meaning.
  • 9. Imposing frames of reference Does context matter? Cloud of Knowing
  • 10. Thinking about advertising you have seen in the last 2 weeks.. When you make gravy.. What do you usually? Cloud of Knowing
  • 11. Why focus on context?  Because found online content doesn’t match offline research content  What people spontaneously post is richer in behavioural and contextual data Play to your strengths Cloud of Knowing
  • 12. Ocean vs jellyfish  Jellyfish 99% water and mostly transparent – people are unreliable at reporting recall, behaviour, let alone culture changes  Are we researching the jellyfish – or are we using the jellyfish to understand the ocean? Cloud of Knowing
  • 13. Wineglass vs Mattress  Remarkably difficult to start a movement that travels the length of the mattress – LOTS of post rationalisation – mostly with non commercial virals  Behaviours and contextual data spread faster than content Cloud of Knowing
  • 14. Not everybody online is equal Creators Curators Fans Viewers Bystanders Cloud of Knowing
  • 15. Grading data: the curator curve  Some people know a lot more than others,  Some post a lot more content than others  A significant proportion of non commercial web content is published by a relatively few sources  How much you have posted affects the content you post – and what you say.  We need to factor in a measure for curation for every piece of data we examine  And identify those who create and the fans who link comment and forward Cloud of Knowing
  • 16. Grading data: the attention curve  We pay a lot more attention to some information than others  Currency comes from lots of people perceiving that others are perceiving it too  It affects how we talk about it  Much of the desire to reach large numbers of people comes from brand manager’s desire to locate and aggregate an audience  When we track how many people have paid attention we need to identify creators and fans separately from audience and bystanders  Bystanders received it but didn’t pay attention Cloud of Knowing
  • 17. camcorders Usage: Mothers with babies and toddlers  Behaviour  Stills uploaded – where uploaded  uploaded clips: clip length, number  Verbatims about trips with young children – camera mentions  Camcorder vs mobile usage/repertoire  Geographical context  Geotagging – where clips being shot  Geo distribution of images/clips Cloud of Knowing
  • 18. More usage..  Social Context  Subject matter  What the children are doing  What is said about what the children are doing  Social media context  Who photos clips are mailed to  Who comments  Who forwarded to  Keywords used Cloud of Knowing
  • 19. Purchase  Triggers to purchase  Camcorder/camera repairs search enquiries  Visits to camera camcorder websites  Competitor models considered, sort criteria  Features searched for  Social media context  Asking for advice about cameras used  Who comments  Who forwarded to  Keywords used Cloud of Knowing
  • 20. Social media currency for each item of data  Social metrics  Audience curve:  Size and scale of audience – index against other types of clip  Curator curve:  Frequency and regularity of posting or commenting on this topic compared with others. Cloud of Knowing
  • 21. Conclusions  Contextual and behavioural data is so much more than online behaviour  Probably needs an offline research study to Disc identify interesting behaviours us s !!  Once identified behaviours and context can be tracked.  Frequency and change over time can be automatically monitored Cloud of Knowing