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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
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
Exponential Growth of Wikipedia was an accepted ‘fact’ Number of Articles (Log Scale) http://en.wikipedia.org/wiki/Wikipedia:Modelling_Wikipedia’s_growth
Growth of Edits Monthly Edits
Growth of Active Editors Active Editors
Something happened in early 2007 Monthly Edits
Slowing Growth in Global Activity Monthly Active Editors *In thousands
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
Activity By Editor Classes Monthly Edits by Editor Class (in thousands)
Monthly % of Edits by Editor Class
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”
Ratio of Reverted Contributions  Monthly Ratio of Reverted Edits
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/
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
Population Analysis Monthly Active Editors
Population by Editor Class
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
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
Logistic Growth Model Ecological population growth model r, growth rate of the population K, carrying capacity (due to resource limitation)
Number of New Articles Follows a logistic growth curve New Article
A modified logistic model Carrying Capacity as a function of time.
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
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]
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
Thank you! Monthly Ratio of Reverted Edits ed.chi@parc.com http://asc-parc.blogspot.com Augmented Social Cognition Area  Palo Alto Research Center
http://strategy.wikipedia.org

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Wikipedia Slowing Growth and Models

  • 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
  • 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

Editor's Notes

  1. 1)
  2. 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"