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when big is not so big

Abelardo Pardo
The University of Sydney
slideshare.net/abelardo_pardo

CUBEnet and the future of
biomedical education
Canberra, 13 December 2013

Hagerstown Community College Flickr

How to use e-analytics
@Doug88888 flickr.com

Big Data /
Little Data

Data in
Learning
Experiences

Abelardo Pardo

How to use e-analytics – when big is not so big

Biomedical
e-Learning

2
@Doug88888 flickr.com

Big Data /
Little Data

Abelardo Pardo

How to use e-analytics – when big is not so big

3
diffusor flickr.com

How big is “big data”?

Few terabytes (today)
Abelardo Pardo

How to use e-analytics – when big is not so big

4
or
ns
e
S

5
How to use e-analytics – when big is not so big
Abelardo Pardo

www.projecthealthdesign.org/resources/observations-of-daily-living (last accessed Oct. 2013)

e
wh

re
ery
ev
s
jseliger1 flickr.com

Abundant personal
data
Personalization
+
Interventions
Millions of records

Abelardo Pardo

How to use e-analytics – when big is not so big

6
Soren Rajczyk flickr.com

Data-based decision making

Abelardo Pardo

How to use e-analytics – when big is not so big

7
@Doug88888 flickr.com

Big Data /
Little Data

Data in
Learning
Experiences

Abelardo Pardo

How to use e-analytics – when big is not so big

8
Shaylor flickr.com

Did they lea
r

Abelardo Pardo

How to use e-analytics – when big is not so big

n?

9
Abelardo Pardo

How to use e-analytics – when big is not so big

10

Chef Cooke Flickr.com

Observe while
working
C G P Grey

Personalization

Sustained improvement
Abelardo Pardo

How to use e-analytics – when big is not so big

11
http://www.learninganalytics.net/?p=131 (last visited Sep 2013)

tle
Lit ta
Da

Abelardo Pardo

How to use e-analytics – when big is not so big

12
apod.nasa.gov/apod/image/1302/gravtug_durda.jpg

How to create innovative learning environments?

Focus on: engagement,
social collaboration,
motivation, emotions,
differences, feedback.
(OECD (2013), Innovative Learning Environments, Educational Research and Innovation, OECD Publishing.)
Abelardo Pardo

How to use e-analytics – when big is not so big

13
@Doug88888 flickr.com

Big Data /
Little Data

Data in
Learning
Experiences

Abelardo Pardo

How to use e-analytics – when big is not so big

Biomedical
e-Learning

14
patdami822 flickr.com

Challenges:
Quality,
throughput, cost

(Mehta et al. 2013, Just Imagine: New Paradigms for Medical Education, Academic Medicine, 88(10), 1418-1423)
Abelardo Pardo

How to use e-analytics – when big is not so big

15
Henrik Moltke flickr.com

Inflexibility

Not centered on student
Abelardo Pardo

How to use e-analytics – when big is not so big

16
Bruce Guenter flickr.com

Radical change of
direction required

Abelardo Pardo

How to use e-analytics – when big is not so big

17
tochis flickr.com

From: Teacher centered, test performance

To: Learner-centered,
ability to apply and integrate knowledge
Abelardo Pardo

How to use e-analytics – when big is not so big

18
Ingy The Wingy flickr.com

MOOCs
Flipped Classroom
Badges

Abelardo Pardo

How to use e-analytics – when big is not so big

19
IAN RANSLEY DESIGN PLUS ILLUSTRATION flickr.com

Learners generating
content working
collaboratively in social
networks

Learning Analytics:
automate feedback,
tutor awareness,
personalization.
Abelardo Pardo

How to use e-analytics – when big is not so big

20
Prepare with interactive
online material
Participate in class
activities
Abelardo Pardo

How to use e-analytics – when big is not so big

Learning Analytics:
student/tutor
awareness,
motivation,
personalization.
21
Ask them about activity
duration

See how they interact

Abelardo Pardo

How to use e-analytics – when big is not so big

22
Hyperdashery flickr.com

Badges: recipient,
institution, information,
evidence of skills

Learning Analytics:
reliability.
Abelardo Pardo

How to use e-analytics – when big is not so big

23
Visual Annotations
Mercy Health flickr

Abelardo Pardo

How to use e-analytics – when big is not so big

24
FastLizard4 flickr.com

New scenario
Ambitious goals, variety of tools
Student centered approach
Observation, personalization are key

Abelardo Pardo

How to use e-analytics – when big is not so big

25
Abelardo Pardo

How to use e-analytics – when big is not so big

26
when big is not so big

Abelardo Pardo
The University of Sydney
slideshare.net/abelardo_pardo

CUBEnet and the future of
biomedical education
Canberra, 13 December 2013

Hagerstown Community College Flickr

How to use e-analytics

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