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Talk presented at NICTA about behavioral analytics and how can it be applied to learning.
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Behavioral analyticsObserve, Process, and Act
NICTA19 December 2012
Abelardo [email protected] / @abelardopardo
http://www.slideshare.net/abelardo_pardo
dcstepflickr.com
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 2
AP
rincessflickr.com
Observe Process Act
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 3
sjdunphyflickr.com
Repeat in a loop
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 4
Ross
Haw
kesflickr.com
Balance
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 5
Derable
flickr.com
Maximize Performance
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 6
Yooakimflickr.com
A tad too much!
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 7
fhemerick
flickr.com
SCADA
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 8
Sylvia
Fredrikssonflickr.com
TechnologyMediation
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 9
TulaneP
ublicR
elationsflickr.com
Laparoscopic surgery
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 10
Nick_rflickr.com
>300 Km/h
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 11
jbgeronimiflickr.com
Fly by wire
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 12
Shaylorflickr.com
Did they learn?
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 13
AP
rincessflickr.com
Observe
WSJ 22/02/12
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 14
Analyticseverywhere!
NYTimes 16/02/12
Is she pregnant?
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 15
Daily Mail UK 20/03/12
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 16
TV is watchingyou
WSJ 19/07/12
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 17
How do youread?
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 18
ww
w.cooking-hacks.com
Healthmonitoring is acommodity
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 19
xJasonRogersx
flickr.com
Privacy is a currency
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 20
401K_2012
flickr.comHow much does it cost?What do I get?
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 21
Abraham
Cflickr.com
Unaware ofpayments
Google Contacts as identity disambiguation tool
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 22
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 23
dbtelfordflickr.com
Partial observation
NY Times 24/11/12
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 24
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 25
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 26
teaguelabsflickr.com
LearningFrom knowledge transfer totechnology-mediated activities
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 27
Shaylorflickr.com
Did they learn?
A clearly identifiedenvironment within
your computer
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 28
PepeO
rtuñoflickr.com
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 29
qmnonic
flickr.com
Observe while they learn
Procedural activities
Collection of related events
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 30
orangebrompton
flickr.comFully configured
Partial observation
Only while you learn
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 31
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 32
Events generate a page request!
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 33
AP
rincessflickr.com
Observe Process
Automatic discoveryof complementarylearning resources
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 34
Sean
Dreilingerflickr.com
Measure engagement inout-of-class activities
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 35
IAN
RA
NS
LEY
DE
SIG
N+
ILLUS
TRATIO
Nflickr.com
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 36
Just in time teaching
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 37
Browser add-in
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 38
Ben+S
amflickr.com
Markup-based Authoring flow modified
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 39
Learning Glass (WS)
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 40
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 41
jfravelflickr.com
Team dynamics
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 42
AP
rincessflickr.com
Observe Process Act
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 43
Sergejfflickr.comModify session activities
Detect disengaged studentsIdentify widespread misconceptions
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 44
Brew
booksflickr.com
Instruction reflection
Link Prediction AlgorithmsSean 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
Abelardo Pardo Behavioral analytics: Observe, Process, and Act 48
TriciaW
angflickr.com
Technology mediation allowsexhaustive observationPrivacy to measure affordability
Detect hidden behaviorFacilitate immediatefeedback
Behavioral analyticsObserve, Process, and Act
NICTA19 December 2012
Abelardo [email protected] / @abelardopardo
http://www.slideshare.net/abelardo_pardo
dcstepflickr.com
