SlideShare une entreprise Scribd logo
1  sur  90
Télécharger pour lire hors ligne
Deriving Value from Consumer Networks




                         Shawndra Hill
                       University of Pennsylvania


                         Supernova 2008
                          June 17, 2008


Joint work with: Bob Bell, Deepak Agarwal, Foster Provost, Chris
                                                                   1
                             Volinsky
Communication Networks


–   Nodes represent transactors
–   Edges are explicit transactions




                                                    2
How can firms use data on explicit
         consumer networks to improve
              consumer rankings?
For example, in order to rank customers by
 likelihood of …

Response to a target marketing offer
Fraud
Donating to a cause
Spreading information about a product
…
                                             3
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks
Deriving Value from Consumer Networks

Contenu connexe

Plus de Supernova Conference

Ideas from Supernova 2008 broadband track
Ideas from Supernova 2008 broadband trackIdeas from Supernova 2008 broadband track
Ideas from Supernova 2008 broadband trackSupernova Conference
 
Jason Devitt of Skydeck at Supernova 2008
Jason Devitt of Skydeck at Supernova 2008Jason Devitt of Skydeck at Supernova 2008
Jason Devitt of Skydeck at Supernova 2008Supernova Conference
 
Christopher Lloyd at Supernova 2008
Christopher Lloyd at Supernova 2008Christopher Lloyd at Supernova 2008
Christopher Lloyd at Supernova 2008Supernova Conference
 
Wharton Talk: Media Transformation
Wharton Talk: Media TransformationWharton Talk: Media Transformation
Wharton Talk: Media TransformationSupernova Conference
 
Wharton Talk: Monetization Eric Clemons
Wharton Talk: Monetization Eric ClemonsWharton Talk: Monetization Eric Clemons
Wharton Talk: Monetization Eric ClemonsSupernova Conference
 
Opening Plenary Session: The Theory and Practice of Networks
Opening Plenary Session: The Theory and Practice of NetworksOpening Plenary Session: The Theory and Practice of Networks
Opening Plenary Session: The Theory and Practice of NetworksSupernova Conference
 
Session- People: What We Know, and What it Means?
Session- People: What We Know, and What it Means?Session- People: What We Know, and What it Means?
Session- People: What We Know, and What it Means?Supernova Conference
 
Understanding & Enabling the Network Age
Understanding & Enabling the Network AgeUnderstanding & Enabling the Network Age
Understanding & Enabling the Network AgeSupernova Conference
 
The four-step approach to the groundswell
The four-step approach to the groundswellThe four-step approach to the groundswell
The four-step approach to the groundswellSupernova Conference
 
Joe Kraus - Spotlight on Social Computing
Joe Kraus - Spotlight on Social ComputingJoe Kraus - Spotlight on Social Computing
Joe Kraus - Spotlight on Social ComputingSupernova Conference
 
Mobile-based innovation and entrepreneurship in the developing world
Mobile-based innovation and entrepreneurship in the developing worldMobile-based innovation and entrepreneurship in the developing world
Mobile-based innovation and entrepreneurship in the developing worldSupernova Conference
 

Plus de Supernova Conference (18)

Ideas from Supernova 2008 broadband track
Ideas from Supernova 2008 broadband trackIdeas from Supernova 2008 broadband track
Ideas from Supernova 2008 broadband track
 
Jason Devitt of Skydeck at Supernova 2008
Jason Devitt of Skydeck at Supernova 2008Jason Devitt of Skydeck at Supernova 2008
Jason Devitt of Skydeck at Supernova 2008
 
Bill St. Arnaud at Supenrova 2008
Bill St. Arnaud at Supenrova 2008Bill St. Arnaud at Supenrova 2008
Bill St. Arnaud at Supenrova 2008
 
Christopher Lloyd at Supernova 2008
Christopher Lloyd at Supernova 2008Christopher Lloyd at Supernova 2008
Christopher Lloyd at Supernova 2008
 
Clay Shirky at Supernova 2008
Clay Shirky at Supernova 2008Clay Shirky at Supernova 2008
Clay Shirky at Supernova 2008
 
Dave Elfving from Supernova 2008
Dave Elfving from Supernova 2008Dave Elfving from Supernova 2008
Dave Elfving from Supernova 2008
 
Wharton Talk: Media Transformation
Wharton Talk: Media TransformationWharton Talk: Media Transformation
Wharton Talk: Media Transformation
 
Wharton Talk: Monetization Eric Clemons
Wharton Talk: Monetization Eric ClemonsWharton Talk: Monetization Eric Clemons
Wharton Talk: Monetization Eric Clemons
 
Going Green
Going GreenGoing Green
Going Green
 
Session - Defining the Challenges
Session - Defining the ChallengesSession - Defining the Challenges
Session - Defining the Challenges
 
Opening Plenary Session: The Theory and Practice of Networks
Opening Plenary Session: The Theory and Practice of NetworksOpening Plenary Session: The Theory and Practice of Networks
Opening Plenary Session: The Theory and Practice of Networks
 
Session- People: What We Know, and What it Means?
Session- People: What We Know, and What it Means?Session- People: What We Know, and What it Means?
Session- People: What We Know, and What it Means?
 
Open Flow
Open FlowOpen Flow
Open Flow
 
Understanding & Enabling the Network Age
Understanding & Enabling the Network AgeUnderstanding & Enabling the Network Age
Understanding & Enabling the Network Age
 
The four-step approach to the groundswell
The four-step approach to the groundswellThe four-step approach to the groundswell
The four-step approach to the groundswell
 
Social Attention
Social AttentionSocial Attention
Social Attention
 
Joe Kraus - Spotlight on Social Computing
Joe Kraus - Spotlight on Social ComputingJoe Kraus - Spotlight on Social Computing
Joe Kraus - Spotlight on Social Computing
 
Mobile-based innovation and entrepreneurship in the developing world
Mobile-based innovation and entrepreneurship in the developing worldMobile-based innovation and entrepreneurship in the developing world
Mobile-based innovation and entrepreneurship in the developing world
 

Dernier

Marketing Management Business Plan_My Sweet Creations
Marketing Management Business Plan_My Sweet CreationsMarketing Management Business Plan_My Sweet Creations
Marketing Management Business Plan_My Sweet Creationsnakalysalcedo61
 
Sales & Marketing Alignment: How to Synergize for Success
Sales & Marketing Alignment: How to Synergize for SuccessSales & Marketing Alignment: How to Synergize for Success
Sales & Marketing Alignment: How to Synergize for SuccessAggregage
 
Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...
Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...
Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...lizamodels9
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...lizamodels9
 
(8264348440) 🔝 Call Girls In Keshav Puram 🔝 Delhi NCR
(8264348440) 🔝 Call Girls In Keshav Puram 🔝 Delhi NCR(8264348440) 🔝 Call Girls In Keshav Puram 🔝 Delhi NCR
(8264348440) 🔝 Call Girls In Keshav Puram 🔝 Delhi NCRsoniya singh
 
Cash Payment 9602870969 Escort Service in Udaipur Call Girls
Cash Payment 9602870969 Escort Service in Udaipur Call GirlsCash Payment 9602870969 Escort Service in Udaipur Call Girls
Cash Payment 9602870969 Escort Service in Udaipur Call GirlsApsara Of India
 
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...lizamodels9
 
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
Keppel Ltd. 1Q 2024 Business Update  Presentation SlidesKeppel Ltd. 1Q 2024 Business Update  Presentation Slides
Keppel Ltd. 1Q 2024 Business Update Presentation SlidesKeppelCorporation
 
Vip Female Escorts Noida 9711199171 Greater Noida Escorts Service
Vip Female Escorts Noida 9711199171 Greater Noida Escorts ServiceVip Female Escorts Noida 9711199171 Greater Noida Escorts Service
Vip Female Escorts Noida 9711199171 Greater Noida Escorts Serviceankitnayak356677
 
Regression analysis: Simple Linear Regression Multiple Linear Regression
Regression analysis:  Simple Linear Regression Multiple Linear RegressionRegression analysis:  Simple Linear Regression Multiple Linear Regression
Regression analysis: Simple Linear Regression Multiple Linear RegressionRavindra Nath Shukla
 
Call Girls in Gomti Nagar - 7388211116 - With room Service
Call Girls in Gomti Nagar - 7388211116  - With room ServiceCall Girls in Gomti Nagar - 7388211116  - With room Service
Call Girls in Gomti Nagar - 7388211116 - With room Servicediscovermytutordmt
 
Call Girls in Mehrauli Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Mehrauli Delhi 💯Call Us 🔝8264348440🔝Call Girls in Mehrauli Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Mehrauli Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
/:Call Girls In Indirapuram Ghaziabad ➥9990211544 Independent Best Escorts In...
/:Call Girls In Indirapuram Ghaziabad ➥9990211544 Independent Best Escorts In.../:Call Girls In Indirapuram Ghaziabad ➥9990211544 Independent Best Escorts In...
/:Call Girls In Indirapuram Ghaziabad ➥9990211544 Independent Best Escorts In...lizamodels9
 
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service DewasVip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewasmakika9823
 
Progress Report - Oracle Database Analyst Summit
Progress  Report - Oracle Database Analyst SummitProgress  Report - Oracle Database Analyst Summit
Progress Report - Oracle Database Analyst SummitHolger Mueller
 
The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024christinemoorman
 
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
 
2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis UsageNeil Kimberley
 
rishikeshgirls.in- Rishikesh call girl.pdf
rishikeshgirls.in- Rishikesh call girl.pdfrishikeshgirls.in- Rishikesh call girl.pdf
rishikeshgirls.in- Rishikesh call girl.pdfmuskan1121w
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...lizamodels9
 

Dernier (20)

Marketing Management Business Plan_My Sweet Creations
Marketing Management Business Plan_My Sweet CreationsMarketing Management Business Plan_My Sweet Creations
Marketing Management Business Plan_My Sweet Creations
 
Sales & Marketing Alignment: How to Synergize for Success
Sales & Marketing Alignment: How to Synergize for SuccessSales & Marketing Alignment: How to Synergize for Success
Sales & Marketing Alignment: How to Synergize for Success
 
Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...
Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...
Call Girls In Radisson Blu Hotel New Delhi Paschim Vihar ❤️8860477959 Escorts...
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
 
(8264348440) 🔝 Call Girls In Keshav Puram 🔝 Delhi NCR
(8264348440) 🔝 Call Girls In Keshav Puram 🔝 Delhi NCR(8264348440) 🔝 Call Girls In Keshav Puram 🔝 Delhi NCR
(8264348440) 🔝 Call Girls In Keshav Puram 🔝 Delhi NCR
 
Cash Payment 9602870969 Escort Service in Udaipur Call Girls
Cash Payment 9602870969 Escort Service in Udaipur Call GirlsCash Payment 9602870969 Escort Service in Udaipur Call Girls
Cash Payment 9602870969 Escort Service in Udaipur Call Girls
 
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
 
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
Keppel Ltd. 1Q 2024 Business Update  Presentation SlidesKeppel Ltd. 1Q 2024 Business Update  Presentation Slides
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
 
Vip Female Escorts Noida 9711199171 Greater Noida Escorts Service
Vip Female Escorts Noida 9711199171 Greater Noida Escorts ServiceVip Female Escorts Noida 9711199171 Greater Noida Escorts Service
Vip Female Escorts Noida 9711199171 Greater Noida Escorts Service
 
Regression analysis: Simple Linear Regression Multiple Linear Regression
Regression analysis:  Simple Linear Regression Multiple Linear RegressionRegression analysis:  Simple Linear Regression Multiple Linear Regression
Regression analysis: Simple Linear Regression Multiple Linear Regression
 
Call Girls in Gomti Nagar - 7388211116 - With room Service
Call Girls in Gomti Nagar - 7388211116  - With room ServiceCall Girls in Gomti Nagar - 7388211116  - With room Service
Call Girls in Gomti Nagar - 7388211116 - With room Service
 
Call Girls in Mehrauli Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Mehrauli Delhi 💯Call Us 🔝8264348440🔝Call Girls in Mehrauli Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Mehrauli Delhi 💯Call Us 🔝8264348440🔝
 
/:Call Girls In Indirapuram Ghaziabad ➥9990211544 Independent Best Escorts In...
/:Call Girls In Indirapuram Ghaziabad ➥9990211544 Independent Best Escorts In.../:Call Girls In Indirapuram Ghaziabad ➥9990211544 Independent Best Escorts In...
/:Call Girls In Indirapuram Ghaziabad ➥9990211544 Independent Best Escorts In...
 
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service DewasVip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
Vip Dewas Call Girls #9907093804 Contact Number Escorts Service Dewas
 
Progress Report - Oracle Database Analyst Summit
Progress  Report - Oracle Database Analyst SummitProgress  Report - Oracle Database Analyst Summit
Progress Report - Oracle Database Analyst Summit
 
The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024
 
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Navi Mumbai Just Call 9907093804 Top Class Call Girl Service Avail...
 
2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage
 
rishikeshgirls.in- Rishikesh call girl.pdf
rishikeshgirls.in- Rishikesh call girl.pdfrishikeshgirls.in- Rishikesh call girl.pdf
rishikeshgirls.in- Rishikesh call girl.pdf
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
 

Deriving Value from Consumer Networks

  • 1. Deriving Value from Consumer Networks Shawndra Hill University of Pennsylvania Supernova 2008 June 17, 2008 Joint work with: Bob Bell, Deepak Agarwal, Foster Provost, Chris 1 Volinsky
  • 2. Communication Networks – Nodes represent transactors – Edges are explicit transactions 2
  • 3. How can firms use data on explicit consumer networks to improve consumer rankings? For example, in order to rank customers by likelihood of … Response to a target marketing offer Fraud Donating to a cause Spreading information about a product … 3