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This analysis measures the attention of each member of a community or a social network by quantifying over the time: * the attention the network has for a member (who pays attention to me) * the attention the member have for his or her network (the people to whom I pay attention)
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Basic social attention analysis
Nicolas Maisonneuve, Research Associate Centre for Advanced Learning Technologies, INSEAD
Context: European research project www.atgentive.com
Tags: Social attention, social network/community, attention metrics, impact , focus, influence,
The 1rst of September 2007
Social Attention analysis Objective: measuring the attention the people pay to
each others over the time.
Influence /impact :- Who paid attention to me the most (over the time) ?- To whom did I pay attention the most (over the time) ?- Charisma / social Isolation: Do I have a good influence ratio (attention received)/(effort put,participation) ?
Influence /impact :- Who paid attention to me the most (over the time) ?- To whom did I pay attention the most (over the time) ?- Charisma / social Isolation: Do I have a good influence ratio (attention received)/(effort put,participation) ?
social diversity:- Is the people who paid attention to are diversified (i.e. from different fields) ? - Is my social attention diversified?
social diversity:- Is the people who paid attention to are diversified (i.e. from different fields) ? - Is my social attention diversified?
social focus (audience): focus/orientation strategy-Is the people who paid attention to me are less and less numerous ?- Am I paying attention to less and less people? /
social focus (audience): focus/orientation strategy-Is the people who paid attention to me are less and less numerous ?- Am I paying attention to less and less people? /
Social Attention analysis
Social space (element of attention = user) (other possibilities in a community: element of attention= concept/resource shared)
Social Attention analysis
Studying the evolution over the time of 2 phenomena
(I’m user2)
Social Attention analysis Notion & metrics
1) Intensity of the Attention ReceivedIntensity of the user’s B attention to user’s ADuring [t1, t2]= Numbers of actions done by B related to A
Example: B viewed and replied to A’s message IB->A([t1,t2]) =2
(todo: add notion of engagement: weight(reply)>weight(view) )
2) Intensity of the Attention Attracted (nimbus):
the number of actions the user A dedicates to attract the other’s attention (e.g. in a community = number of messages posted)
Resource Activity analysis
• User experience: Applet widget + server public API
Next Step… maybe
Social Attention Analysis- improving the value for the end-user (add new indicators e.g. influence ratio)
- Change of space (social space-> concept space) - Analysis of the evolution of the concepts manipulated by the users - (Are the community’s activity also related the same concepts or does the community is evolving in new direction? ), (stability of the community)
-(visualization of the attention networks evolving over the time)
Social Attention Analysis- improving the value for the end-user (add new indicators e.g. influence ratio)
- Change of space (social space-> concept space) - Analysis of the evolution of the concepts manipulated by the users - (Are the community’s activity also related the same concepts or does the community is evolving in new direction? ), (stability of the community)
-(visualization of the attention networks evolving over the time)