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Charting Collections of Connections in Social Media: Creating maps and Measures with NodeXL Marc A. Smith Director Social Media Research Foundationmarc@smrfoundation.org http://www.codeplex.com/nodexl
About Us Introductions Marc A. Smith Director Social Media Research Foundation Marc@smrfoundation.org http://www.smrfoundation.org http://www.codeplex.com/nodexl http://www.twitter.com/marc_smith http://delicious.com/marc_smith/Paper http://www.linkedin.com/in/marcasmith http://www.slideshare.net/Marc_A_Smith http://www.flickr.com/photos/marc_smith http://www.slideshare.net/SMRFoundation/ http://www.facebook.com/marc.smith.sociologist
http://www.flickr.com/photos/library_of_congress/3295494976/sizes/o/in/photostream/
http://www.flickr.com/photos/amycgx/3119640267/
Location, Location, Location
Network of connections among “SharePoint” mentioning Twitter users Position, Position, Position
What is social media? A Sociological Frame: Collective Goodsproduced through Computer-Mediated Collective Action formed through Interaction Networks
What makes social media social? Who makes it? Who consumes it? Who owns it?/Who profits from it? Who or what makes it successful? How to harness the swarm? How to map and understand its dynamics? How do people and groups vary? Who links to whom? What is next for social media?
Some Dimensions of Social Media How large are the social groups producing and consuming social media? How large and interactive are the objects produced and consumed? What does it mean to own a social media object?
Producers Individuals How large are the social groups producing and consuming social media? Small Groups Consumers Large Groups Individuals Small Groups Large Groups
Dimensions of Social Media: How large are the pieces of social media? How interactive is the rate of exchange?
Who owns social media content? Dimensions of Social Media: Who can exercise what property rights over social media?
Hardin, Garrett. 1968/1977. “The tragedy of the commons.”  Science 162: 1243-48. Pp. 16-30 in Managing the Commons, edited by G. Hardin and J. Baden. San Francisco:  Freeman. Wellman, Barry. 1997. “An electronic group is virtually a social network.” In S. Kiesler (Ed.), The Culture of the Internet. Hillsdale, NJ: Lawrence Erlbaum.  13
Collective Action Dilemma Theory Central tenet Individual rationality leads to collective disaster Phenomena of interest Provision and/or sustainable consumption of collective resources Public Goods, Common Property, "Free Rider” Problems, Tragedies Signaling intent Methods Surveys, interviews, participant observation, log file analysis, computer modeling (Axelrod, 1984; Hess, 1995; Kollock & Smith, 1996)  Community Computer Mediated Collective Action
Common goods that require controlled consumption http://flickr.com/photos/himalayan-trails/275941886/
Common goods that require collective contribution http://flickr.com/photos/jose1jose2jose3/241450368/
17 Motivations for contribution to computer mediated public goods Source: xkcd, http://xkcd.com/386/
Interactionist Sociology Central tenet Focus on the active effort of accomplishing interaction Phenomena of interest Presentation of self  Claims to membership Juggling multiple (conflicting) roles Frontstage/Backstage  Strategic interaction Managing one’s own and others’ “face” Methods Ethnography and participant observation (Goffman, 1959; Hall, 1990)
The Fan Dance of  Concealment  And  Exposure http://flickr.com/photos/csb13/2178250762/
Social Network Theoryhttp://en.wikipedia.org/wiki/Social_network Central tenet   Social structure emerges from  	the aggregate of relationships (ties)  	among members of a population Phenomena of interest Emergence of cliques and clusters  	from patterns of relationships Centrality (core), periphery (isolates),  	betweenness Methods Surveys, interviews, observations, log file analysis, computational analysis of matrices (Hampton &Wellman, 1999; Paolillo, 2001; Wellman, 2001) Source: Richards, W. (1986). The NEGOPY network analysis program. Burnaby, BC: Department of  Communication, Simon Fraser University. pp.7-16
SNA 101 ,[object Object]
“actor” on which relationships act; 1-mode versus 2-mode networks
Edge
Relationship connecting nodes; can be directional
Cohesive Sub-Group
Well-connected group; clique; cluster
Key Metrics
Centrality (group or individual measure)
Number of direct connections that individuals have with others in the group (usually look at incoming connections only)
Measure at the individual node or group level
Cohesion (group measure)
Ease with which a network can connect
Aggregate measure of shortest path between each node pair at network level reflects average distance
Density (group measure)
Robustness of the network
Number of connections that exist in the group out of 100% possible
Betweenness (individual measure)
# shortest paths between each node pair that a node is on
Measure at the individual node level
Node roles
Peripheral – below average centrality
Central connector – above average centrality
Broker – above average betweennessA B C A B D E D E G F C D H I E
Email (and more) is from people to people 22
Patterns are left behind 23
There are many kinds of ties…. http://www.flickr.com/photos/stevendepolo/3254238329
Each contains one or more social networks World Wide Web
Whyte, William H.  1971. City: Rediscovering the Center.  New York: Anchor Books.
AnswerPersonSignatures Discussion People
Discussion Starter Spammer Reply orientedDiscussion Flame Warrior 30
Youse. Y’all. Yes, youse. 31
I wish I knew you I like your picture You are cool I was paid to link to you I want your reflected glory Everybody else links to you I’d vote for you Can I date you? Are you my friend? We met at a conference and it seemed like the thing to do. no yes I kind of like you I really like you I like you I feel socially obligated to link to you I know you I beat you on Xbox Live Hi, Mom I have fake alter egos
33
Welser, Howard T., Eric Gleave, Danyel Fisher, and Marc Smith. 2007. Visualizing the Signatures of Social Roles in Online Discussion Groups.The Journal of Social Structure. 8(2). Experts and “Answer People” Discussion people, Topic setters Discussion starters, Topic setters
Tag Ecologies I Adamic et al. WWW 2008
HUB-AND-SPOKE OF DECEIT: When Enron employees communicated about legitimate projects, e-mails were reciprocal and information was shared widely (right), but communications about an illicit project (left) reveal a sparse network with a central, informed clique and isolated external players. Brandy Aven, CMU http://www.sciencenews.org/view/generic/id/330731/title/Information_flow_can_reveal_dirty_deeds Networks reveal patterns
Goal: Make SNA easier Existing Social Network Tools are challenging for many novice users Tools like Excel are widely used Leveraging a spreadsheet as a host for SNA lowers barriers to network data analysis and display
Social Media Research Foundation Open Tools, Open Data, Open Scholarship
Social Media Research Foundationhttp://smrfoundation.org
NodeXLNetwork Overview Discovery and Exploration add-in for Excel 2007/2010 Heather has high betweenness Diane has high degree A minimal network can illustrate the ways different locations have different values for centrality and degree
Now Available
Communities in Cyberspace
NodeXL map of flickr tags associated with Lipari
http://vimeo.com/21088958
http://www.flickr.com/photos/marc_smith/sets/72157622437066929/
http://www.connectedaction.net/2010/04/25/bernie-hogans-facebook-social-network-data-provider-and-visualization-toolkit/
NodeXL data import sources

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20110719 social media research foundation-charting collections of connections

Notas del editor

  1. http://www.flickr.com/photos/library_of_congress/3295494976/sizes/o/in/photostream/
  2. http://www.flickr.com/photos/amycgx/3119640267/
  3. A tutorial on analyzing social media networks is available from: casci.umd.edu/NodeXL_TeachingDifferent positions within a network can be measured using network metrics.
  4. Social networks in Twitter among people with at least one connection to someone else who Tweeted “Obama” on January 25, 2011
  5. Network of word pairs frequently mentions among people who Tweeted the name “Obama” on January 25, 2011