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Let’s Talk About Refugees: Network Effects Drive Contributor Attention to Wikipedia Articles About Migration-Related Topics

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Part of the book series: Studies in Computational Intelligence ((SCI,volume 813))

Abstract

Contributions by voluntary users are one of the most crucial resources in the online encyclopedia Wikipedia. In this paper we propose relational event models to analyze dynamic network effects explaining the allocation of contributor attention to Wikipedia articles about migration-related topics. Among others, we test for the presence of a rich-get-richer effect in which articles edited by many users are likely to receive even more contributions in the future and uncover which users start working on less popular articles. We further analyze local clustering effects in which pairs of users tend to repeatedly collaborate on the same articles as well as interaction between contributions to encyclopedic articles and engagement in associated talk pages. We demonstrate that these network effects that regulate collaborative work in Wikipedia act over and above general popularity of the articles’ topics as revealed by the number of pageviews.

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Notes

  1. 1.

    http://algo.uni-konstanz.de/software/eventnet/.

  2. 2.

    Eurobarometer 89. http://ec.europa.eu/commfrontoffice/publicopinion/.

  3. 3.

    https://en.wikipedia.org/wiki/Category:Human_migration.

  4. 4.

    https://dumps.wikimedia.org/other/analytics/.

  5. 5.

    https://CRAN.R-project.org/package=survival.

References

  1. Barabási, A.L., Albert, R.: Emergence of scaling in random networks. Science 286(5439), 509–512 (1999)

    Article  MathSciNet  Google Scholar 

  2. Benkler, Y., Shaw, A., Hill, B.M.: Peer Production: A Form of Collective Intelligence. MIT Press, Cambridge (2015)

    Google Scholar 

  3. Borgan, Ø., Goldstein, L., Langholz, B.: Methods for the analysis of sampled cohort data in the Cox proportional hazards model. Ann. Stat. 23, 1749–1778 (1995)

    Article  MathSciNet  Google Scholar 

  4. Brandes, U., Lerner, J., Snijders, T.A.: Networks evolving step by step: statistical analysis of dyadic event data. In: Proceedings of 2009 International Conference on Advances in Social Network Analysis and Mining (ASONAM), pp. 200–205. IEEE (2009)

    Google Scholar 

  5. Butts, C.T.: A relational event framework for social action. Sociol. Methodol. 38(1), 155–200 (2008)

    Article  Google Scholar 

  6. Cox, D.: Regression models and life-tables. J. Royal Stat. Soc. Ser. B (Methodological) 34(2), 187–220 (1972)

    Article  MathSciNet  Google Scholar 

  7. Foucault Welles, B., Vashevko, A., Bennett, N., Contractor, N.: Dynamic models of communication in an online friendship network. Commun. Methods Meas. 8(4), 223–243 (2014)

    Article  Google Scholar 

  8. Georgescu, M., Pham, D.D., Kanhabua, N., Zerr, S., Siersdorfer, S., Nejdl, W.: Temporal summarization of event-related updates in Wikipedia. In: Proceedings of the 22nd International Conference World Wide Web, pp. 281–284. ACM (2013)

    Google Scholar 

  9. Gómez, V., Kappen, H.J., Litvak, N., Kaltenbrunner, A.: A likelihood-based framework for the analysis of discussion threads. World Wide Web 16(5–6), 645–675 (2013)

    Article  Google Scholar 

  10. von Hippel, E., von Krogh, G.: Open source software and the “private-collective” innovation model: issues for organization science. Organ. Sci. 14(2), 209–223 (2003)

    Article  Google Scholar 

  11. von Hippel, E., von Krogh, G.: Free revealing and the private-collective model for innovation incentives. R&D Manag. 36(3), 295–306 (2006)

    Article  Google Scholar 

  12. Kaltenbrunner, A., Laniado, D.: There is no deadline: time evolution of Wikipedia discussions. In: Proceedings of the 8th Annual International Symposium on Wikis and Open Collaboration. ACM (2012)

    Google Scholar 

  13. Karimi, F., Bohlin, L., Samoilenko, A., Rosvall, M., Lancichinetti, A.: Mapping bilateral information interests using the activity of Wikipedia editors. Palgrave Commun. 1 (2015)

    Google Scholar 

  14. Keegan, B., Gergle, D., Contractor, N.: Do editors or articles drive collaboration? Multilevel statistical network analysis of Wikipedia coauthorship. In: Proceedings of 2012 Conference on Computer Supported Cooperative Work, pp. 427–436. ACM (2012)

    Google Scholar 

  15. Keegan, B., Gergle, D., Contractor, N.: Staying in the loop: Structure and dynamics of Wikipedia’s breaking news collaborations. In: Proceedings of the 8th Annual International Symposium on Wikis and Open Collaboration. ACM (2012)

    Google Scholar 

  16. Keegan, B.C., Lev, S., Arazy, O.: Analyzing organizational routines in online knowledge collaborations: a case for sequence analysis in cscw. In: Proceedings of the 19th Conference on Computer-Supported Cooperative Work & Social Computing, pp. 1065–1079. ACM (2016)

    Google Scholar 

  17. Lawless, J.F.: Statistical Models and Methods for Lifetime. Data. Wiley (2003)

    Google Scholar 

  18. Lazer, D., Pentland, A., Adamic, L., Aral, S., Barabási, A.L., Brewer, D., Christakis, N., Contractor, N., Fowler, J., Gutmann, M., Jebara, T., King, G., Macy, M., Roy, D., Van Alstyne, M.: Computational social science. Science 323(5915), 721–723 (2009)

    Article  Google Scholar 

  19. Leenders, R.T.A., Contractor, N.S., DeChurch, L.A.: Once upon a time: understanding team processes as relational event networks. Organ. Psychol. Rev. 6(1), 92–115 (2016)

    Google Scholar 

  20. Lerner, J., Lomi, A.: The third man: hierarchy formation in Wikipedia. Appl. Netw. Sci. 2(1), 24 (2017)

    Article  Google Scholar 

  21. Lerner, J., Lomi, A.: Knowledge categorization affects popularity and quality of Wikipedia articles. PloS one 13(1), e0190,674 (2018)

    Article  Google Scholar 

  22. Lerner, J., Tirole, J.: The open source movement: key research questions. Eur. Econ. Rev. 45(4), 819–826 (2001)

    Article  Google Scholar 

  23. Maddock, J., Shaw, A., Gergle, D.: Talking about talk: coordination in large online communities. In: Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems, pp. 1869–1876. ACM (2017)

    Google Scholar 

  24. Moat, H.S., Curme, C., Avakian, A., Kenett, D.Y., Stanley, H.E., Preis, T.: Quantifying wikipedia usage patterns before stock market moves. Sci. Rep. 3, 1801 (2013)

    Article  Google Scholar 

  25. Pilny, A., Schecter, A., Poole, M.S., Contractor, N.: An illustration of the relational event model to analyze group interaction processes. Group Dyn.: Theory, Res. Pract. 20(3), 181 (2016)

    Article  Google Scholar 

  26. Romero, D.M., Huttenlocher, D., Kleinberg, J.M.: Coordination and efficiency in decentralized collaboration. In: ICWSM, pp. 367–376 (2015)

    Google Scholar 

  27. Salganik, M.J., Dodds, P.S., Watts, D.J.: Experimental study of inequality and unpredictability in an artificial cultural market. Science 311(5762), 854–856 (2006)

    Article  Google Scholar 

  28. Schecter, A., Contractor, N.: Understanding and assessing collaborative processes through relational events. In: Innovative Assessment of Collaboration, pp. 223–231. Springer (2017)

    Google Scholar 

  29. Stroud, N.J.: Attention as a valuable resource. Polit. Commun. 34(3), 479–489 (2017)

    Article  Google Scholar 

  30. Therneau, T.M., Grambsch, P.M.: Modeling Survival Data: Extending the Cox Model. Springer Science & Business Media (2013)

    Google Scholar 

  31. Viegas, F.B., Wattenberg, M., Kriss, J., Van Ham, F.: Talk before you type: coordination in Wikipedia. In: Proceedings of the 40th Annual Hawaii International Conference on System Sciences (HICSS 2007), p. 78a. IEEE (2007)

    Google Scholar 

  32. Vu, D., Pattison, P., Robins, G.: Relational event models for social learning in moocs. Soc. Netw. 43, 121–135 (2015)

    Article  Google Scholar 

  33. Webster, J.G.: The Marketplace of Attention: How Audiences Take Shape in a Digital Age. MIT Press, Boca Raton (2014)

    Google Scholar 

  34. Wu, T.: The attention merchants: The epic scramble to get inside our heads. Vintage (2017)

    Google Scholar 

  35. Yasseri, T., Sumi, R., Kertész, J.: Circadian patterns of wikipedia editorial activity: a demographic analysis. PloS one 7(1), e30,091 (2012)

    Article  Google Scholar 

  36. Zhu, M., Huang, Y., Contractor, N.S.: Motivations for self-assembling into project teams. Soc. Netw. 35(2), 251–264 (2013)

    Article  Google Scholar 

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Acknowledgements

This work has been supported by Swiss National Science Foundation (FNS Project Nr. 100018_150126) and Deutsche Forschungsgemeinschaft (DFG Grant Nr. LE 2237/2-1).

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Correspondence to Alessandro Lomi .

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Lerner, J., Lomi, A. (2019). Let’s Talk About Refugees: Network Effects Drive Contributor Attention to Wikipedia Articles About Migration-Related Topics. In: Aiello, L., Cherifi, C., Cherifi, H., Lambiotte, R., Lió, P., Rocha, L. (eds) Complex Networks and Their Applications VII. COMPLEX NETWORKS 2018. Studies in Computational Intelligence, vol 813. Springer, Cham. https://doi.org/10.1007/978-3-030-05414-4_17

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