behavioral analytics. observe, process, and act
DESCRIPTION
Talk presented at NICTA about behavioral analytics and how can it be applied to learning.TRANSCRIPT
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