Behavioral analytics. Observe, process, and act

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

Transcript of Behavioral analytics. Observe, process, and act

Behavioral analyticsObserve, Process, and Act

NICTA19 December 2012

Abelardo PardoAbelardo.Pardo@sydney.edu.au / @abelardopardo

http://www.slideshare.net/abelardo_pardo

dcstepflickr.com

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AP

rincessflickr.com

Observe Process Act

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sjdunphyflickr.com

Repeat in a loop

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Ross

Haw

kesflickr.com

Balance

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Derable

flickr.com

Maximize Performance

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Yooakimflickr.com

A tad too much!

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fhemerick

flickr.com

SCADA

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Sylvia

Fredrikssonflickr.com

TechnologyMediation

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TulaneP

ublicR

elationsflickr.com

Laparoscopic surgery

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Nick_rflickr.com

>300 Km/h

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jbgeronimiflickr.com

Fly by wire

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Shaylorflickr.com

Did they learn?

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AP

rincessflickr.com

Observe

WSJ 22/02/12

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Analyticseverywhere!

NYTimes 16/02/12

Is she pregnant?

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Daily Mail UK 20/03/12

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TV is watchingyou

WSJ 19/07/12

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How do youread?

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ww

w.cooking-hacks.com

Healthmonitoring is acommodity

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xJasonRogersx

flickr.com

Privacy is a currency

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401K_2012

flickr.comHow much does it cost?What do I get?

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Abraham

Cflickr.com

Unaware ofpayments

Google Contacts as identity disambiguation tool

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dbtelfordflickr.com

Partial observation

NY Times 24/11/12

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teaguelabsflickr.com

LearningFrom knowledge transfer totechnology-mediated activities

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Shaylorflickr.com

Did they learn?

A clearly identifiedenvironment within

your computer

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PepeO

rtuñoflickr.com

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qmnonic

flickr.com

Observe while they learn

Procedural activities

Collection of related events

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orangebrompton

flickr.comFully configured

Partial observation

Only while you learn

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Events generate a page request!

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AP

rincessflickr.com

Observe Process

Automatic discoveryof complementarylearning resources

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Sean

Dreilingerflickr.com

Measure engagement inout-of-class activities

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IAN

RA

NS

LEY

DE

SIG

N+

ILLUS

TRATIO

Nflickr.com

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Just in time teaching

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Browser add-in

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Ben+S

amflickr.com

Markup-based Authoring flow modified

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Learning Glass (WS)

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jfravelflickr.com

Team dynamics

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AP

rincessflickr.com

Observe Process Act

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Sergejfflickr.comModify session activities

Detect disengaged studentsIdentify widespread misconceptions

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Brew

booksflickr.com

Instruction reflection

Link Prediction AlgorithmsSean MacEntee flickr.com

Graph: nodes = entities, edges = relationships

Similar nodes, similar connections

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Document Recommendation

Recommend D2 to U3 and U4

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Action Recommendation

Recommend Thread to U3

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TriciaW

angflickr.com

Technology mediation allowsexhaustive observationPrivacy to measure affordability

Detect hidden behaviorFacilitate immediatefeedback

Behavioral analyticsObserve, Process, and Act

NICTA19 December 2012

Abelardo PardoAbelardo.Pardo@sydney.edu.au / @abelardopardo

http://www.slideshare.net/abelardo_pardo

dcstepflickr.com