SlideShare a Scribd company logo
1 of 26
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

More Related Content

Similar to Wikipedia Slowing Growth and Models

BayCHI: Wikimania Redux
BayCHI: Wikimania ReduxBayCHI: Wikimania Redux
BayCHI: Wikimania ReduxBayCHI
 
Wikipedia Dynamics
Wikipedia DynamicsWikipedia Dynamics
Wikipedia DynamicsMingli Yuan
 
Paradigm shifts in extension
Paradigm shifts in extensionParadigm shifts in extension
Paradigm shifts in extensionLen Fontanilla
 
Already Written Persuasive Essays. Persuasive Essay Examples Preview
Already Written Persuasive Essays. Persuasive Essay Examples  PreviewAlready Written Persuasive Essays. Persuasive Essay Examples  Preview
Already Written Persuasive Essays. Persuasive Essay Examples PreviewLiz Milligan
 
Descending Mount Everest. Steps towards applied Wikipedia research
Descending Mount Everest. Steps towards applied Wikipedia researchDescending Mount Everest. Steps towards applied Wikipedia research
Descending Mount Everest. Steps towards applied Wikipedia researchDario Taraborelli
 
Design for sustainability lessons 1 and 2
Design for sustainability lessons 1 and 2Design for sustainability lessons 1 and 2
Design for sustainability lessons 1 and 2Nicola Morelli
 
WIKIPEDIA : INTERACTIVE INFORMATION SHARING PLATFORM
WIKIPEDIA : INTERACTIVE INFORMATION SHARING PLATFORMWIKIPEDIA : INTERACTIVE INFORMATION SHARING PLATFORM
WIKIPEDIA : INTERACTIVE INFORMATION SHARING PLATFORMabhijeetmohan
 
iSummit 2008 - Wikipedia Survey
iSummit 2008 - Wikipedia SurveyiSummit 2008 - Wikipedia Survey
iSummit 2008 - Wikipedia SurveyPhilipp Schmidt
 
ASSE - The Sustainability Professional, Taking EHS To The Next Level
ASSE - The Sustainability Professional, Taking EHS To The Next LevelASSE - The Sustainability Professional, Taking EHS To The Next Level
ASSE - The Sustainability Professional, Taking EHS To The Next LevelHector Rodriguez
 
Wikipedia and Healthcare
Wikipedia and HealthcareWikipedia and Healthcare
Wikipedia and HealthcarePhoebe Ayers
 
Introduction to sustainability principles 101 june 2 2010
Introduction to sustainability principles 101 june 2 2010Introduction to sustainability principles 101 june 2 2010
Introduction to sustainability principles 101 june 2 2010lauraebrown
 
Growth in a Finite World - Sustainability and the Exponential Function
Growth in a Finite World - Sustainability and the Exponential FunctionGrowth in a Finite World - Sustainability and the Exponential Function
Growth in a Finite World - Sustainability and the Exponential FunctionToni Menninger
 
The Rebel An Essay On Man In Revolt
The Rebel An Essay On Man In RevoltThe Rebel An Essay On Man In Revolt
The Rebel An Essay On Man In RevoltMolly Wood
 
Towards a diversity-minded Wikipedia
Towards a diversity-minded WikipediaTowards a diversity-minded Wikipedia
Towards a diversity-minded WikipediaRENDER project
 
Talk before you type: coordination in Wikipedia
Talk before you type: coordination in WikipediaTalk before you type: coordination in Wikipedia
Talk before you type: coordination in WikipediaMarco Frassoni
 
Editing Behavior over Time Power vs. Standard Wikidata Editors
Editing Behavior over Time  Power vs. Standard Wikidata EditorsEditing Behavior over Time  Power vs. Standard Wikidata Editors
Editing Behavior over Time Power vs. Standard Wikidata EditorsCristina Sarasua
 
Measuring community health: Vital Signs for Wikimedia projects (Wikimania 2014)
Measuring community health: Vital Signs for Wikimedia projects (Wikimania 2014)Measuring community health: Vital Signs for Wikimedia projects (Wikimania 2014)
Measuring community health: Vital Signs for Wikimedia projects (Wikimania 2014)Dario Taraborelli
 

Similar to Wikipedia Slowing Growth and Models (20)

BayCHI: Wikimania Redux
BayCHI: Wikimania ReduxBayCHI: Wikimania Redux
BayCHI: Wikimania Redux
 
Wikipedia Dynamics
Wikipedia DynamicsWikipedia Dynamics
Wikipedia Dynamics
 
Paradigm shifts in extension
Paradigm shifts in extensionParadigm shifts in extension
Paradigm shifts in extension
 
Already Written Persuasive Essays. Persuasive Essay Examples Preview
Already Written Persuasive Essays. Persuasive Essay Examples  PreviewAlready Written Persuasive Essays. Persuasive Essay Examples  Preview
Already Written Persuasive Essays. Persuasive Essay Examples Preview
 
Descending Mount Everest. Steps towards applied Wikipedia research
Descending Mount Everest. Steps towards applied Wikipedia researchDescending Mount Everest. Steps towards applied Wikipedia research
Descending Mount Everest. Steps towards applied Wikipedia research
 
04092013 competitivestrategies maryrosemuccie
04092013 competitivestrategies maryrosemuccie04092013 competitivestrategies maryrosemuccie
04092013 competitivestrategies maryrosemuccie
 
Design for sustainability lessons 1 and 2
Design for sustainability lessons 1 and 2Design for sustainability lessons 1 and 2
Design for sustainability lessons 1 and 2
 
WIKIPEDIA : INTERACTIVE INFORMATION SHARING PLATFORM
WIKIPEDIA : INTERACTIVE INFORMATION SHARING PLATFORMWIKIPEDIA : INTERACTIVE INFORMATION SHARING PLATFORM
WIKIPEDIA : INTERACTIVE INFORMATION SHARING PLATFORM
 
iSummit 2008 - Wikipedia Survey
iSummit 2008 - Wikipedia SurveyiSummit 2008 - Wikipedia Survey
iSummit 2008 - Wikipedia Survey
 
ASSE - The Sustainability Professional, Taking EHS To The Next Level
ASSE - The Sustainability Professional, Taking EHS To The Next LevelASSE - The Sustainability Professional, Taking EHS To The Next Level
ASSE - The Sustainability Professional, Taking EHS To The Next Level
 
Wikipedia and Healthcare
Wikipedia and HealthcareWikipedia and Healthcare
Wikipedia and Healthcare
 
Introduction to sustainability principles 101 june 2 2010
Introduction to sustainability principles 101 june 2 2010Introduction to sustainability principles 101 june 2 2010
Introduction to sustainability principles 101 june 2 2010
 
Growth in a Finite World - Sustainability and the Exponential Function
Growth in a Finite World - Sustainability and the Exponential FunctionGrowth in a Finite World - Sustainability and the Exponential Function
Growth in a Finite World - Sustainability and the Exponential Function
 
The Rebel An Essay On Man In Revolt
The Rebel An Essay On Man In RevoltThe Rebel An Essay On Man In Revolt
The Rebel An Essay On Man In Revolt
 
Towards a diversity-minded Wikipedia
Towards a diversity-minded WikipediaTowards a diversity-minded Wikipedia
Towards a diversity-minded Wikipedia
 
Talk before you type: coordination in Wikipedia
Talk before you type: coordination in WikipediaTalk before you type: coordination in Wikipedia
Talk before you type: coordination in Wikipedia
 
Resilient City
Resilient CityResilient City
Resilient City
 
Editing Behavior over Time Power vs. Standard Wikidata Editors
Editing Behavior over Time  Power vs. Standard Wikidata EditorsEditing Behavior over Time  Power vs. Standard Wikidata Editors
Editing Behavior over Time Power vs. Standard Wikidata Editors
 
Resilience CPWF Topic Working Group presentation
Resilience CPWF Topic Working Group presentationResilience CPWF Topic Working Group presentation
Resilience CPWF Topic Working Group presentation
 
Measuring community health: Vital Signs for Wikimedia projects (Wikimania 2014)
Measuring community health: Vital Signs for Wikimedia projects (Wikimania 2014)Measuring community health: Vital Signs for Wikimedia projects (Wikimania 2014)
Measuring community health: Vital Signs for Wikimedia projects (Wikimania 2014)
 

More from Ed Chi

2017 10-10 (netflix ml platform meetup) learning item and user representation...
2017 10-10 (netflix ml platform meetup) learning item and user representation...2017 10-10 (netflix ml platform meetup) learning item and user representation...
2017 10-10 (netflix ml platform meetup) learning item and user representation...Ed Chi
 
HCI Korea 2012 Keynote Talk on Model-Driven Research in Social Computing
HCI Korea 2012 Keynote Talk on Model-Driven Research in Social ComputingHCI Korea 2012 Keynote Talk on Model-Driven Research in Social Computing
HCI Korea 2012 Keynote Talk on Model-Driven Research in Social ComputingEd Chi
 
Crowdsourcing using MTurk for HCI research
Crowdsourcing using MTurk for HCI researchCrowdsourcing using MTurk for HCI research
Crowdsourcing using MTurk for HCI researchEd Chi
 
CIKM 2011 Social Computing Industry Invited Talk
CIKM 2011 Social Computing Industry Invited TalkCIKM 2011 Social Computing Industry Invited Talk
CIKM 2011 Social Computing Industry Invited TalkEd Chi
 
WikiSym 2011 Closing Keynote
WikiSym 2011 Closing KeynoteWikiSym 2011 Closing Keynote
WikiSym 2011 Closing KeynoteEd Chi
 
CSCL 2011 Keynote on Social Computing and eLearning
CSCL 2011 Keynote on Social Computing and eLearningCSCL 2011 Keynote on Social Computing and eLearning
CSCL 2011 Keynote on Social Computing and eLearningEd Chi
 
Replication is more than Duplication: Position slides for CHI2011 panel on re...
Replication is more than Duplication: Position slides for CHI2011 panel on re...Replication is more than Duplication: Position slides for CHI2011 panel on re...
Replication is more than Duplication: Position slides for CHI2011 panel on re...Ed Chi
 
Tutorial on Using Amazon Mechanical Turk (MTurk) for HCI Research
Tutorial on Using Amazon Mechanical Turk (MTurk) for HCI ResearchTutorial on Using Amazon Mechanical Turk (MTurk) for HCI Research
Tutorial on Using Amazon Mechanical Turk (MTurk) for HCI ResearchEd Chi
 
Crowdsourcing for HCI Research with Amazon Mechanical Turk
Crowdsourcing for HCI Research with Amazon Mechanical TurkCrowdsourcing for HCI Research with Amazon Mechanical Turk
Crowdsourcing for HCI Research with Amazon Mechanical TurkEd Chi
 
Eddi: Topic Browsing of Twitter Streams
Eddi: Topic Browsing of Twitter StreamsEddi: Topic Browsing of Twitter Streams
Eddi: Topic Browsing of Twitter StreamsEd Chi
 
Large Scale Social Analytics on Wikipedia, Delicious, and Twitter (presented ...
Large Scale Social Analytics on Wikipedia, Delicious, and Twitter (presented ...Large Scale Social Analytics on Wikipedia, Delicious, and Twitter (presented ...
Large Scale Social Analytics on Wikipedia, Delicious, and Twitter (presented ...Ed Chi
 
Model-based Research in Human-Computer Interaction (HCI): Keynote at Mensch u...
Model-based Research in Human-Computer Interaction (HCI): Keynote at Mensch u...Model-based Research in Human-Computer Interaction (HCI): Keynote at Mensch u...
Model-based Research in Human-Computer Interaction (HCI): Keynote at Mensch u...Ed Chi
 
Zerozero88 Twitter URL Item Recommender
Zerozero88 Twitter URL Item RecommenderZerozero88 Twitter URL Item Recommender
Zerozero88 Twitter URL Item RecommenderEd Chi
 
ASC Disaster Response Proposal from Aug 2007
ASC Disaster Response Proposal from Aug 2007ASC Disaster Response Proposal from Aug 2007
ASC Disaster Response Proposal from Aug 2007Ed Chi
 
Using Information Scent to Model Users in Web1.0 and Web2.0
Using Information Scent to Model Users in Web1.0 and Web2.0Using Information Scent to Model Users in Web1.0 and Web2.0
Using Information Scent to Model Users in Web1.0 and Web2.0Ed Chi
 
China HCI Symposium 2010 March: Augmented Social Cognition Research from PARC...
China HCI Symposium 2010 March: Augmented Social Cognition Research from PARC...China HCI Symposium 2010 March: Augmented Social Cognition Research from PARC...
China HCI Symposium 2010 March: Augmented Social Cognition Research from PARC...Ed Chi
 
2010-03-10 PARC Augmented Social Cognition Research Overview
2010-03-10 PARC Augmented Social Cognition Research Overview2010-03-10 PARC Augmented Social Cognition Research Overview
2010-03-10 PARC Augmented Social Cognition Research OverviewEd Chi
 
2010-02-22 Wikipedia MTurk Research talk given in Taiwan's Academica Sinica
2010-02-22 Wikipedia MTurk Research talk given in Taiwan's Academica Sinica2010-02-22 Wikipedia MTurk Research talk given in Taiwan's Academica Sinica
2010-02-22 Wikipedia MTurk Research talk given in Taiwan's Academica SinicaEd Chi
 
Information Seeking with Social Signals: Anatomy of a Social Tag-based Explor...
Information Seeking with Social Signals: Anatomy of a Social Tag-based Explor...Information Seeking with Social Signals: Anatomy of a Social Tag-based Explor...
Information Seeking with Social Signals: Anatomy of a Social Tag-based Explor...Ed Chi
 
'Living Lab' for HCI - presentation made at HCI International 2009
'Living Lab' for HCI - presentation made at HCI International 2009'Living Lab' for HCI - presentation made at HCI International 2009
'Living Lab' for HCI - presentation made at HCI International 2009Ed Chi
 

More from Ed Chi (20)

2017 10-10 (netflix ml platform meetup) learning item and user representation...
2017 10-10 (netflix ml platform meetup) learning item and user representation...2017 10-10 (netflix ml platform meetup) learning item and user representation...
2017 10-10 (netflix ml platform meetup) learning item and user representation...
 
HCI Korea 2012 Keynote Talk on Model-Driven Research in Social Computing
HCI Korea 2012 Keynote Talk on Model-Driven Research in Social ComputingHCI Korea 2012 Keynote Talk on Model-Driven Research in Social Computing
HCI Korea 2012 Keynote Talk on Model-Driven Research in Social Computing
 
Crowdsourcing using MTurk for HCI research
Crowdsourcing using MTurk for HCI researchCrowdsourcing using MTurk for HCI research
Crowdsourcing using MTurk for HCI research
 
CIKM 2011 Social Computing Industry Invited Talk
CIKM 2011 Social Computing Industry Invited TalkCIKM 2011 Social Computing Industry Invited Talk
CIKM 2011 Social Computing Industry Invited Talk
 
WikiSym 2011 Closing Keynote
WikiSym 2011 Closing KeynoteWikiSym 2011 Closing Keynote
WikiSym 2011 Closing Keynote
 
CSCL 2011 Keynote on Social Computing and eLearning
CSCL 2011 Keynote on Social Computing and eLearningCSCL 2011 Keynote on Social Computing and eLearning
CSCL 2011 Keynote on Social Computing and eLearning
 
Replication is more than Duplication: Position slides for CHI2011 panel on re...
Replication is more than Duplication: Position slides for CHI2011 panel on re...Replication is more than Duplication: Position slides for CHI2011 panel on re...
Replication is more than Duplication: Position slides for CHI2011 panel on re...
 
Tutorial on Using Amazon Mechanical Turk (MTurk) for HCI Research
Tutorial on Using Amazon Mechanical Turk (MTurk) for HCI ResearchTutorial on Using Amazon Mechanical Turk (MTurk) for HCI Research
Tutorial on Using Amazon Mechanical Turk (MTurk) for HCI Research
 
Crowdsourcing for HCI Research with Amazon Mechanical Turk
Crowdsourcing for HCI Research with Amazon Mechanical TurkCrowdsourcing for HCI Research with Amazon Mechanical Turk
Crowdsourcing for HCI Research with Amazon Mechanical Turk
 
Eddi: Topic Browsing of Twitter Streams
Eddi: Topic Browsing of Twitter StreamsEddi: Topic Browsing of Twitter Streams
Eddi: Topic Browsing of Twitter Streams
 
Large Scale Social Analytics on Wikipedia, Delicious, and Twitter (presented ...
Large Scale Social Analytics on Wikipedia, Delicious, and Twitter (presented ...Large Scale Social Analytics on Wikipedia, Delicious, and Twitter (presented ...
Large Scale Social Analytics on Wikipedia, Delicious, and Twitter (presented ...
 
Model-based Research in Human-Computer Interaction (HCI): Keynote at Mensch u...
Model-based Research in Human-Computer Interaction (HCI): Keynote at Mensch u...Model-based Research in Human-Computer Interaction (HCI): Keynote at Mensch u...
Model-based Research in Human-Computer Interaction (HCI): Keynote at Mensch u...
 
Zerozero88 Twitter URL Item Recommender
Zerozero88 Twitter URL Item RecommenderZerozero88 Twitter URL Item Recommender
Zerozero88 Twitter URL Item Recommender
 
ASC Disaster Response Proposal from Aug 2007
ASC Disaster Response Proposal from Aug 2007ASC Disaster Response Proposal from Aug 2007
ASC Disaster Response Proposal from Aug 2007
 
Using Information Scent to Model Users in Web1.0 and Web2.0
Using Information Scent to Model Users in Web1.0 and Web2.0Using Information Scent to Model Users in Web1.0 and Web2.0
Using Information Scent to Model Users in Web1.0 and Web2.0
 
China HCI Symposium 2010 March: Augmented Social Cognition Research from PARC...
China HCI Symposium 2010 March: Augmented Social Cognition Research from PARC...China HCI Symposium 2010 March: Augmented Social Cognition Research from PARC...
China HCI Symposium 2010 March: Augmented Social Cognition Research from PARC...
 
2010-03-10 PARC Augmented Social Cognition Research Overview
2010-03-10 PARC Augmented Social Cognition Research Overview2010-03-10 PARC Augmented Social Cognition Research Overview
2010-03-10 PARC Augmented Social Cognition Research Overview
 
2010-02-22 Wikipedia MTurk Research talk given in Taiwan's Academica Sinica
2010-02-22 Wikipedia MTurk Research talk given in Taiwan's Academica Sinica2010-02-22 Wikipedia MTurk Research talk given in Taiwan's Academica Sinica
2010-02-22 Wikipedia MTurk Research talk given in Taiwan's Academica Sinica
 
Information Seeking with Social Signals: Anatomy of a Social Tag-based Explor...
Information Seeking with Social Signals: Anatomy of a Social Tag-based Explor...Information Seeking with Social Signals: Anatomy of a Social Tag-based Explor...
Information Seeking with Social Signals: Anatomy of a Social Tag-based Explor...
 
'Living Lab' for HCI - presentation made at HCI International 2009
'Living Lab' for HCI - presentation made at HCI International 2009'Living Lab' for HCI - presentation made at HCI International 2009
'Living Lab' for HCI - presentation made at HCI International 2009
 

Recently uploaded

From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .Alan Dix
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostZilliz
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek SchlawackFwdays
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024Lonnie McRorey
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteDianaGray10
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningLars Bell
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024BookNet Canada
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionDilum Bandara
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsPixlogix Infotech
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Enterprise Knowledge
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Mark Simos
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity PlanDatabarracks
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):comworks
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 3652toLead Limited
 

Recently uploaded (20)

From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .From Family Reminiscence to Scholarly Archive .
From Family Reminiscence to Scholarly Archive .
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage CostLeverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
Leverage Zilliz Serverless - Up to 50X Saving for Your Vector Storage Cost
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
"Subclassing and Composition – A Pythonic Tour of Trade-Offs", Hynek Schlawack
 
TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024TeamStation AI System Report LATAM IT Salaries 2024
TeamStation AI System Report LATAM IT Salaries 2024
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
Take control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test SuiteTake control of your SAP testing with UiPath Test Suite
Take control of your SAP testing with UiPath Test Suite
 
DSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine TuningDSPy a system for AI to Write Prompts and Do Fine Tuning
DSPy a system for AI to Write Prompts and Do Fine Tuning
 
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
New from BookNet Canada for 2024: BNC CataList - Tech Forum 2024
 
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptxE-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
E-Vehicle_Hacking_by_Parul Sharma_null_owasp.pptx
 
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data PrivacyTrustArc Webinar - How to Build Consumer Trust Through Data Privacy
TrustArc Webinar - How to Build Consumer Trust Through Data Privacy
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
Advanced Computer Architecture – An Introduction
Advanced Computer Architecture – An IntroductionAdvanced Computer Architecture – An Introduction
Advanced Computer Architecture – An Introduction
 
The Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and ConsThe Ultimate Guide to Choosing WordPress Pros and Cons
The Ultimate Guide to Choosing WordPress Pros and Cons
 
Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024Designing IA for AI - Information Architecture Conference 2024
Designing IA for AI - Information Architecture Conference 2024
 
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
Tampa BSides - Chef's Tour of Microsoft Security Adoption Framework (SAF)
 
How to write a Business Continuity Plan
How to write a Business Continuity PlanHow to write a Business Continuity Plan
How to write a Business Continuity Plan
 
CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):CloudStudio User manual (basic edition):
CloudStudio User manual (basic edition):
 
Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365Ensuring Technical Readiness For Copilot in Microsoft 365
Ensuring Technical Readiness For Copilot in Microsoft 365
 

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"