INFORMATIONSDIENSTE UND ELEKTRONISCHE MÄRKTE Linked – But how? Bettina Hoser, Cora Schaefer School of Economics Institute for Information Engineering and Management Schroff-Chair for Information Services and Electronic Markets Universität Karlsruhe (TH) Germany ECCS 2007, Dresden INFORMATIONSDIENSTE UND ELEKTRONISCHE MÄRKTE Research Question Does link and vertex definition on a social website influence social network analysis results? ECCS 2007, Dresden INFORMATIONSDIENSTE UND ELEKTRONISCHE MÄRKTE Outline • Social Sites – Types and objectives of social sites • Vertex and Link definition – Technology and incentives problems • Possible Influence: – Guest accounts, friendsters and time decay • Conclusion ECCS 2007, Dresden INFORMATIONSDIENSTE UND ELEKTRONISCHE MÄRKTE Social Sites: Types • Community – Topic oriented: bibsonomy – No specific topic: MySpace, Facebook – Target group oriented: Flickr, YouTube • Commercial oriented – Amazon.com – SecondLife? • Others – Mixture: StudiVZ, Xing, Tremor – ??? ECCS 2007, Dresden INFORMATIONSDIENSTE UND ELEKTRONISCHE MÄRKTE Social Sites: Objectives • Community support – Platform for like-minded users – Platform for Help (9/11, Kathrina) – Dating – … • Commercial leverage – Business models based on ‚normal user‘ and ‚Premium users‘ – Advertisement – Recommendation networks (Tremor) – … ECCS 2007, Dresden INFORMATIONSDIENSTE UND ELEKTRONISCHE MÄRKTE Vertices and Links • Assumptions: – Vertices • individual persons • Only one vertex per person – Link • Exists between two actors according to intended definition • Is kept up to date by actor – Time • Evolution vs revolution ECCS 2007, Dresden INFORMATIONSDIENSTE UND ELEKTRONISCHE MÄRKTE Vertices and Links: Technology • Technology of the site defines – What a vertex can be: • individual • group • ??? – Link definition: • Friendship, • Acquaintance, • Business relation • ??? – Normally time constraints are not made (but are being thought about in exchange sites) ECCS 2007, Dresden INFORMATIONSDIENSTE UND ELEKTRONISCHE MÄRKTE Vertices and Links: Incetive compatibility What drives actors to form, maintain, or eliminate links? → Game theory: utility? And what can make actors form the kinds of links the social site provider wants them to form? → Not yet solved. Incentive problem! ECCS 2007, Dresden INFORMATIONSDIENSTE UND ELEKTRONISCHE MÄRKTE Influences on structure: Guest accounts etc • Example: 7 internet boards at the Universtity of Konstanz, Germany • User classes: – registered user with know online identity – Non-registered user → guest account – registered user, who still uses the guest account • Results: – To eliminate the guest account from the analysis can, but does not need to have a strong impact on the network structure found! – This depends on the characteristics of the board analyzed. (centralization) – To ignore the guest account, one has to make sure that the strucuture is not disturbed. • Incentive problem: in some boards the use of the guest account is not tolerated, but technically possible. In other boards the use is tolerated. • Collaboration with Cora Schaefer ECCS 2007, Dresden INFORMATIONSDIENSTE UND ELEKTRONISCHE MÄRKTE Influences on structure: link semantics • Other examples: – ‚I am your friendster, not your friend‘ – Links from the USNavy Profile within MySpace – Different link ‚kinds‘ in Xing – Controversy or just discussion (Wikipedia) • Cultural differences – American ‚friends‘ and european ‚friends‘ (Circle of Cool, MTV) • Economic reasons – Links on Tremor.com ECCS 2007, Dresden INFORMATIONSDIENSTE UND ELEKTRONISCHE MÄRKTE Influences on structure: time decay • • • Blog roll problem Xing: problem of up to date friend list Event driven: news, marketing • Open topic: model for time decay (churn rate?) of links and actors. ECCS 2007, Dresden INFORMATIONSDIENSTE UND ELEKTRONISCHE MÄRKTE Conclusion • Large data sets have become available (MySpace, SecondLife, Wikipedia), and computer capacity and algorithms have made analysis possible. • Social network analysis has become more and more an interdisciplinary research area, and – at the moment – a hype. • Care should be taken when analyzing social sites to also take the social, psychological and economical view into account. It may alter the interpretation. • Just because it‘s possible, does not mean it‘s meaningful. ECCS 2007, Dresden