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Behavioral analytics. Observe, process, and act

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Abelardo Pardo
Abelardo Pardo

Talk presented at NICTA about behavioral analytics and how can it be applied to learning.

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dcstep flickr.com Behavioral analytics Observe, Process, and Act NICTA 19 December 2012 Abelardo Pardo Abelardo.Pardo@sydney.edu.au / @abelardopardo http://www.slideshare.net/abelardo_pardo
A Princess flickr.com Observe Process Act Abelardo Pardo Behavioral analytics: Observe, Process, and Act 2
sjdunphy flickr.com Repeat in a loop Abelardo Pardo Behavioral analytics: Observe, Process, and Act 3
Ross Hawkes flickr.com Balance Abelardo Pardo Behavioral analytics: Observe, Process, and Act 4
Derable flickr.com Maximize Performance Abelardo Pardo Behavioral analytics: Observe, Process, and Act 5
Yooakim flickr.com A tad too much! Abelardo Pardo Behavioral analytics: Observe, Process, and Act 6
fhemerick flickr.com SCADA Abelardo Pardo Behavioral analytics: Observe, Process, and Act 7
Sylvia Fredriksson flickr.com Technology Mediation Abelardo Pardo Behavioral analytics: Observe, Process, and Act 8
Tulane Public Relations flickr.com Laparoscopic surgery Abelardo Pardo Behavioral analytics: Observe, Process, and Act 9
Nick_r flickr.com >300 Km/h Abelardo Pardo Behavioral analytics: Observe, Process, and Act 10
jbgeronimi flickr.com Fly by wire Abelardo Pardo Behavioral analytics: Observe, Process, and Act 11
Shaylor flickr.com Did they lea r n? Abelardo Pardo Behavioral analytics: Observe, Process, and Act 12
A Princess flickr.com Observe Abelardo Pardo Behavioral analytics: Observe, Process, and Act 13
WSJ 22/02/12 Analytics everywhere! Abelardo Pardo Behavioral analytics: Observe, Process, and Act 14
NYTimes 16/02/12 Is she pregnant? Abelardo Pardo Behavioral analytics: Observe, Process, and Act 15
Daily Mail UK 20/03/12 TV is watching you Abelardo Pardo Behavioral analytics: Observe, Process, and Act 16
WSJ 19/07/12 How do you read? Abelardo Pardo Behavioral analytics: Observe, Process, and Act 17
www.cooking-hacks.com Health monitoring is a commodity Abelardo Pardo Behavioral analytics: Observe, Process, and Act 18
xJasonRogersx flickr.com Privacy is a currency Abelardo Pardo Behavioral analytics: Observe, Process, and Act 19
401K_2012 flickr.com How much does it cost? What do I get? Abelardo Pardo Behavioral analytics: Observe, Process, and Act 20
Abraham C flickr.com Unaware of payments Abelardo Pardo Behavioral analytics: Observe, Process, and Act 21
Google Contacts as identity disambiguation tool Abelardo Pardo Behavioral analytics: Observe, Process, and Act 22
dbtelford flickr.com Partial observation Abelardo Pardo Behavioral analytics: Observe, Process, and Act 23
NY Times 24/11/12 Abelardo Pardo Behavioral analytics: Observe, Process, and Act 24
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 25
teaguelabs flickr.com Learning From knowledge transfer to technology-mediated activities Abelardo Pardo Behavioral analytics: Observe, Process, and Act 26
Shaylor flickr.com Did they lea r n? Abelardo Pardo Behavioral analytics: Observe, Process, and Act 27
Pepe Ortuño flickr.com A clearly identified environment within your computer Abelardo Pardo Behavioral analytics: Observe, Process, and Act 28
qmnonic flickr.com Observe while they learn Procedural activities Collection of related events Abelardo Pardo Behavioral analytics: Observe, Process, and Act 29
orangebrompton flickr.com Fully configured Partial observation Only while you learn Abelardo Pardo Behavioral analytics: Observe, Process, and Act 30
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 31
Events generate a page request! Abelardo Pardo Behavioral analytics: Observe, Process, and Act 32
A Princess flickr.com Observe Process Abelardo Pardo Behavioral analytics: Observe, Process, and Act 33
Sean Dreilinger flickr.com Automatic discovery of complementary learning resources Abelardo Pardo Behavioral analytics: Observe, Process, and Act 34
IAN RANSLEY DESIGN + ILLUSTRATION flickr.com Measure engagement in out-of-class activities Abelardo Pardo Behavioral analytics: Observe, Process, and Act 35
Just in time teaching Abelardo Pardo Behavioral analytics: Observe, Process, and Act 36
Browser add-in Abelardo Pardo Behavioral analytics: Observe, Process, and Act 37
Ben+Sam flickr.com Markup-based Authoring flow modified Abelardo Pardo Behavioral analytics: Observe, Process, and Act 38
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 39
Learning Glass (WS) Abelardo Pardo Behavioral analytics: Observe, Process, and Act 40
jfravel flickr.com Team dynamics Abelardo Pardo Behavioral analytics: Observe, Process, and Act 41
A Princess flickr.com Observe Process Act Abelardo Pardo Behavioral analytics: Observe, Process, and Act 42
Sergejf flickr.com Modify session activities Detect disengaged students Identify widespread misconceptions Abelardo Pardo Behavioral analytics: Observe, Process, and Act 43
Brewbooks flickr.com Instruction reflection Abelardo Pardo Behavioral analytics: Observe, Process, and Act 44
Link Prediction Algorithms Sean MacEntee flickr.com Graph: nodes = entities, edges = relationships Similar nodes, similar connections Abelardo Pardo Behavioral analytics: Observe, Process, and Act 45
Document Recommendation Recommend D2 to U3 and U4 Abelardo Pardo Behavioral analytics: Observe, Process, and Act 46
Action Recommendation Recommend Thread to U3 Abelardo Pardo Behavioral analytics: Observe, Process, and Act 47
Tricia Wang flickr.com Technology mediation allows exhaustive observation Privacy to measure affordability Detect hidden behavior Facilitate immediate feedback Abelardo Pardo Behavioral analytics: Observe, Process, and Act 48
dcstep flickr.com Behavioral analytics Observe, Process, and Act NICTA 19 December 2012 Abelardo Pardo Abelardo.Pardo@sydney.edu.au / @abelardopardo http://www.slideshare.net/abelardo_pardo

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Behavioral analytics. Observe, process, and act

  • 1. dcstep flickr.com Behavioral analytics Observe, Process, and Act NICTA 19 December 2012 Abelardo Pardo Abelardo.Pardo@sydney.edu.au / @abelardopardo http://www.slideshare.net/abelardo_pardo
  • 2. A Princess flickr.com Observe Process Act Abelardo Pardo Behavioral analytics: Observe, Process, and Act 2
  • 3. sjdunphy flickr.com Repeat in a loop Abelardo Pardo Behavioral analytics: Observe, Process, and Act 3
  • 4. Ross Hawkes flickr.com Balance Abelardo Pardo Behavioral analytics: Observe, Process, and Act 4
  • 5. Derable flickr.com Maximize Performance Abelardo Pardo Behavioral analytics: Observe, Process, and Act 5
  • 6. Yooakim flickr.com A tad too much! Abelardo Pardo Behavioral analytics: Observe, Process, and Act 6
  • 7. fhemerick flickr.com SCADA Abelardo Pardo Behavioral analytics: Observe, Process, and Act 7
  • 8. Sylvia Fredriksson flickr.com Technology Mediation Abelardo Pardo Behavioral analytics: Observe, Process, and Act 8
  • 9. Tulane Public Relations flickr.com Laparoscopic surgery Abelardo Pardo Behavioral analytics: Observe, Process, and Act 9
  • 10. Nick_r flickr.com >300 Km/h Abelardo Pardo Behavioral analytics: Observe, Process, and Act 10
  • 11. jbgeronimi flickr.com Fly by wire Abelardo Pardo Behavioral analytics: Observe, Process, and Act 11
  • 12. Shaylor flickr.com Did they lea r n? Abelardo Pardo Behavioral analytics: Observe, Process, and Act 12
  • 13. A Princess flickr.com Observe Abelardo Pardo Behavioral analytics: Observe, Process, and Act 13
  • 14. WSJ 22/02/12 Analytics everywhere! Abelardo Pardo Behavioral analytics: Observe, Process, and Act 14
  • 15. NYTimes 16/02/12 Is she pregnant? Abelardo Pardo Behavioral analytics: Observe, Process, and Act 15
  • 16. Daily Mail UK 20/03/12 TV is watching you Abelardo Pardo Behavioral analytics: Observe, Process, and Act 16
  • 17. WSJ 19/07/12 How do you read? Abelardo Pardo Behavioral analytics: Observe, Process, and Act 17
  • 18. www.cooking-hacks.com Health monitoring is a commodity Abelardo Pardo Behavioral analytics: Observe, Process, and Act 18
  • 19. xJasonRogersx flickr.com Privacy is a currency Abelardo Pardo Behavioral analytics: Observe, Process, and Act 19
  • 20. 401K_2012 flickr.com How much does it cost? What do I get? Abelardo Pardo Behavioral analytics: Observe, Process, and Act 20
  • 21. Abraham C flickr.com Unaware of payments Abelardo Pardo Behavioral analytics: Observe, Process, and Act 21
  • 22. Google Contacts as identity disambiguation tool Abelardo Pardo Behavioral analytics: Observe, Process, and Act 22
  • 23. dbtelford flickr.com Partial observation Abelardo Pardo Behavioral analytics: Observe, Process, and Act 23
  • 24. NY Times 24/11/12 Abelardo Pardo Behavioral analytics: Observe, Process, and Act 24
  • 25. Abelardo Pardo Behavioral analytics: Observe, Process, and Act 25
  • 26. teaguelabs flickr.com Learning From knowledge transfer to technology-mediated activities Abelardo Pardo Behavioral analytics: Observe, Process, and Act 26
  • 27. Shaylor flickr.com Did they lea r n? Abelardo Pardo Behavioral analytics: Observe, Process, and Act 27
  • 28. Pepe Ortuño flickr.com A clearly identified environment within your computer Abelardo Pardo Behavioral analytics: Observe, Process, and Act 28
  • 29. qmnonic flickr.com Observe while they learn Procedural activities Collection of related events Abelardo Pardo Behavioral analytics: Observe, Process, and Act 29
  • 30. orangebrompton flickr.com Fully configured Partial observation Only while you learn Abelardo Pardo Behavioral analytics: Observe, Process, and Act 30
  • 31. Abelardo Pardo Behavioral analytics: Observe, Process, and Act 31
  • 32. Events generate a page request! Abelardo Pardo Behavioral analytics: Observe, Process, and Act 32
  • 33. A Princess flickr.com Observe Process Abelardo Pardo Behavioral analytics: Observe, Process, and Act 33
  • 34. Sean Dreilinger flickr.com Automatic discovery of complementary learning resources Abelardo Pardo Behavioral analytics: Observe, Process, and Act 34
  • 35. IAN RANSLEY DESIGN + ILLUSTRATION flickr.com Measure engagement in out-of-class activities Abelardo Pardo Behavioral analytics: Observe, Process, and Act 35
  • 36. Just in time teaching Abelardo Pardo Behavioral analytics: Observe, Process, and Act 36
  • 37. Browser add-in Abelardo Pardo Behavioral analytics: Observe, Process, and Act 37
  • 38. Ben+Sam flickr.com Markup-based Authoring flow modified Abelardo Pardo Behavioral analytics: Observe, Process, and Act 38
  • 39. Abelardo Pardo Behavioral analytics: Observe, Process, and Act 39
  • 40. Learning Glass (WS) Abelardo Pardo Behavioral analytics: Observe, Process, and Act 40
  • 41. jfravel flickr.com Team dynamics Abelardo Pardo Behavioral analytics: Observe, Process, and Act 41
  • 42. A Princess flickr.com Observe Process Act Abelardo Pardo Behavioral analytics: Observe, Process, and Act 42
  • 43. Sergejf flickr.com Modify session activities Detect disengaged students Identify widespread misconceptions Abelardo Pardo Behavioral analytics: Observe, Process, and Act 43
  • 44. Brewbooks flickr.com Instruction reflection Abelardo Pardo Behavioral analytics: Observe, Process, and Act 44
  • 45. Link Prediction Algorithms Sean MacEntee flickr.com Graph: nodes = entities, edges = relationships Similar nodes, similar connections Abelardo Pardo Behavioral analytics: Observe, Process, and Act 45
  • 46. Document Recommendation Recommend D2 to U3 and U4 Abelardo Pardo Behavioral analytics: Observe, Process, and Act 46
  • 47. Action Recommendation Recommend Thread to U3 Abelardo Pardo Behavioral analytics: Observe, Process, and Act 47
  • 48. Tricia Wang flickr.com Technology mediation allows exhaustive observation Privacy to measure affordability Detect hidden behavior Facilitate immediate feedback Abelardo Pardo Behavioral analytics: Observe, Process, and Act 48
  • 49. dcstep flickr.com Behavioral analytics Observe, Process, and Act NICTA 19 December 2012 Abelardo Pardo Abelardo.Pardo@sydney.edu.au / @abelardopardo http://www.slideshare.net/abelardo_pardo