Wikipedia Slowing Growth and Models

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  • + EdChi Ed Chi 1 month ago
    Some equations didn’t show up in the converted slides above, so you may have to do a download if you want to see those.

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Typically, r-selected species exploit less-crowded ecological niches, and produce many offspring, each of which has a relatively low probability of surviving to adulthood. In contrast, K-selected species are strong competitors in crowded niches, and invest more heavily in fewer offspring, each of which has a relatively high probability of surviving to adulthood. In the scientific literature, r-selected species are occasionally referred to as "opportunistic", while K-selected species are described as "equilibrium"

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Wikipedia Slowing Growth and Models - Presentation Transcript

  1. Slowing Growth of Wikipedia:Implications for the Future
    Bongwon Suh, Gregorio Convertino, Ed H. Chi, Peter Pirolli
    Augmented Social Cognition Area
    Palo Alto Research Center
  2. What’s Happening to Contribution Patterns inside Wikipedia?
    What’re the Global Activity level patterns?
    What’re activity patterns by Editor Classes?
    Are the Population Sizes stable? Analysis of Population by Editor Class
  3. Exponential Growth of Wikipedia was an accepted ‘fact’
    Number of Articles (Log Scale)
    http://en.wikipedia.org/wiki/Wikipedia:Modelling_Wikipedia’s_growth
  4. Growth of Edits
    Monthly Edits
  5. Growth of Active Editors
    Active Editors
  6. Something happened in early 2007
    Monthly Edits
  7. Slowing Growth in Global Activity
    Monthly Active Editors
    *In thousands
  8. What’s Happening to Contribution Patterns inside Wikipedia?
    What’re the Global Activity level patterns?
    What’re activity patterns by Editor Classes?
    Are the Population Sizes stable? Analysis of Population by Editor Class
  9. Activity By Editor Classes
    Monthly Edits by Editor Class (in thousands)
  10. Monthly % of Edits by Editor Class
  11. Reverts in Wikipedia
    Undoing the effects of one or more edits
    The page being restored to a version that existed sometime previously.
    Reverting may also refer to any action that reverses the actions of other editors.
    Fighting vandalism
    This analysis exclude vandalism to model “resistance”
  12. Ratio of Reverted Contributions
    Monthly Ratio of Reverted Edits
  13. Growing Resistance
    Increased resistance from the Wikipedia community to activities by occasional editors
    Disparity of treatment of edits
    Occasional editors have been reverted in a higher rate
    Photo: http://lianza2009.wordpress.com/
  14. What’s Happening to Contribution Patterns inside Wikipedia?
    What’re the Global Activity level patterns?
    What’re activity patterns by Editor Classes?
    Are the Population Sizes stable? Analysis of Population by Editor Class
  15. Population Analysis
    Monthly Active Editors
  16. Population by Editor Class
  17. Some Key Takeaways
    What’re the Global Activity level patterns?
    No longer following an exponential growth curve.
    Logistic growth is now a better explanation
    What’re activity patterns by Editor Classes?
    Middle class decreasing their proportion of edits
    Different editor classes experience differing resistances
    Are the Population Sizes stable?
    Middle class a smaller portion of the pyramid
  18. Exponential Growth Model
    Exponential growth model
    Growth rate depends on the current N
    Preferential Attachment: Edits beget edits
    The more number of previous edits, the more number of new edits
    r, growth rate of the population
  19. Logistic Growth Model
    Ecological population growth model
    r, growth rate of the population
    K, carrying capacity (due to resource limitation)
  20. Number of New Articles
    Follows a logistic growth curve
    New Article
  21. A modified logistic model
    Carrying Capacity as a function of time.
  22. Struggle for Existence - Darwin
    Biological system
    Competition increases as population hit the limits of the ecology
    Advantage go to members of the population that have competitive dominance over others
    Analogy
    Limited opportunities to make novel contributions
    Increased patterns of conflict and dominance
  23. Population Dynamics Model
    Ecological growth model
    r, growth rate of the population
    K, carrying capacity (due to resource limitation)
    r-Strategist
    Growth or exploitation
    Less-crowded niches / produce many offspring
    K-Strategist
    Conservation
    Strong competitors in crowded niches / invest more heavily in fewer offspring
    [Gunderson & Holling 2001]
  24. Factors Affecting the Growth of Wikipedia
    People-ware
    Growing resistance to new content
    Coordination cost and bureaucracy
    Knowledge-ware
    Availability of easy topics to write about
    Tool-ware
    Quality of tools used by editors and admins
  25. Thank you!
    Monthly Ratio of Reverted Edits
    ed.chi@parc.com
    http://asc-parc.blogspot.com
    Augmented Social Cognition Area
    Palo Alto Research Center
  26. http://strategy.wikipedia.org
  27. User-Block and Vandalism
  28. Page-Protection and Vandalism

+ Ed ChiEd Chi, 1 month ago

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