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Education is at a crossroads … Web 
2.0 
ubiquitous connectivity … new 
literacies … more data … Web 3.0 ... 
more management ... 
more digital ... more reflection? 
Are you ready for the future?
Unprecedented age in education? 
Age of distraction, Age of personalisation 
Age of overwhelming data, Age of need for discerning choices
What kind of society are we living in? 
Architecture of 
search engines 
offer a plethora 
of knowledge 
within tenths of 
milliseconds 
In 2012 more than $1 billion in venture 
capital was poured into education
Collecting and Sorting Information on Massive Scale 
Cell phones, GPS tracking, web clicks, Twitter - all collect data passively 
Data speaks 
How does that 
make you feel?
Using algorithms to predict trends 
How might algorithms predict trends in education?
Professional Social Clubs? 
Building connections 
through data
Your Data is the commerce of the future 
30 percent of sales due to recommendation engine
Our mindset is shifting 
Data is so big, it is messy 
Data correlations 
Do you feel that process whilst 
overwhelming is also liberating? 
How do you feel without access to your phone, wifi or ability to digitally 
connect?
The age of hyper-connectivity - altering the way we think?
Think 
Agile 
Creative 
Dynamic 
Collaborative 
There has been a 
powershift 
The illiterate of the 21 Century are not those who cannot read and 
write but those who cannot learn, unlearn and relearn. 
Alvin Toffler in Powershift: Knowledge, Wealth and Power at the Edge of the 21st Century
Teaching as managing data 
Actively teaching how to research so students don’t 
get distracted or lost ....
Are your students 
discerning? Are 
your colleagues 
discerning in their 
searches?
Are teachers and 
students talking 
about ‘sorting’ 
techniques on the 
Internet?
Are you discussing the art of digital curation? 
Sorting
My Itunes Playlist
Following the Process of Data Production 
Who follows what other people listen to? 
DJ / radio presenter of music to the world? 
Democratisation of information, intellectual 
and creative property
Who has studied what? 
Whose study playlist are you following? 
Determined by a daily algorithm 
What list have they already been working through? 
From the data, how many people are stuck on the same question as you? 
What information are they sharing? 
How is the teacher managing the playlists, heat maps and work pace? 
What does this say for the way that we will assess in the future?
What is ‘Adaptive Learning’? 
Instant feedback 
Strengths and weaknesses are identified 
Students take active role in their learning 
Teachers are provided with ‘heatmap’ 
analytics to optimize students results With real-time 
reports 
in the big-data era, 
teaching and 
learning will 
change
What is the future for education and 
dispersal of knowledge? 
Textbooks ‘replaced’ by a ream of Internet data and 
content delivered by presenters on Youtube
Connectivity has altered power dynamics 
Power in sharing, connecting, listening and grouping together to solve 
problems - but isn't that the best way? society that is flourishing? 
Hopefully the data will contribute to the development of this spirit.
Reaching Out : Lending Through Kiva and 
monitoring data
Big data is altering the framework of our society 
A democratisation of knowledge? 
Students as bankers, thinking about microfinance, geography and loan ratios
Adapting to the power of the web 
yet spaces still about people, relationships and trust 
Sadako with her class in 1946, Tokyo Japan 
Jill with her class in 2013, Gold Coast Australia
The Future of Learning ?
Understanding will be co-created 
Google Shared 
Documents 
Allowing students to 
write collaboratively 
How we think about the utilisation of space and our 
identity in that space, is changing. 
Individual, physical, virtual, creative, collaborative, 
conversational, group
LMS enabled Mini-MOOC 
Foucault asserts knowledge is for 
cutting and rather than pour the 
students full of knowledge we asked 
them to deconstruct meaning about 
‘flow’ as a large group. We got instant 
data. 
Real power can’t be given it must only 
be taken 
Students need to feel invested in the 
process 
129 Year 8 Students 
were asked to respond 
online within 30 
minutes to how they 
felt when they were in 
a state of flow?
Authoring Tools that Empower Creativity and 
Connection ... that also produce data 
What are collaborative 
learning tools are you using?
Creating Meaning, Creating sets of Data 
Electronic 
Portfolios
Reflection, Connection, Creation - are we training 
ourselves to look for patterns?
peer to peer 
teaching
Big Data providing greater opportunities? 
• Adaptive learning - predicting individual needs 
• Pedagogy - participatory, collaborative, facilitating connected spaces 
• Critical conversations around process to monitor/analyze
Contact details 
Jill Margerison@DrJMargerison 
jill.margerison@tss.qld.edu.au 
Big data - much ado about nothing? - probably not!

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Adaptive Learning Pedagogies and Big Data

  • 1. Education is at a crossroads … Web 2.0 ubiquitous connectivity … new literacies … more data … Web 3.0 ... more management ... more digital ... more reflection? Are you ready for the future?
  • 2. Unprecedented age in education? Age of distraction, Age of personalisation Age of overwhelming data, Age of need for discerning choices
  • 3. What kind of society are we living in? Architecture of search engines offer a plethora of knowledge within tenths of milliseconds In 2012 more than $1 billion in venture capital was poured into education
  • 4. Collecting and Sorting Information on Massive Scale Cell phones, GPS tracking, web clicks, Twitter - all collect data passively Data speaks How does that make you feel?
  • 5. Using algorithms to predict trends How might algorithms predict trends in education?
  • 6. Professional Social Clubs? Building connections through data
  • 7. Your Data is the commerce of the future 30 percent of sales due to recommendation engine
  • 8. Our mindset is shifting Data is so big, it is messy Data correlations Do you feel that process whilst overwhelming is also liberating? How do you feel without access to your phone, wifi or ability to digitally connect?
  • 9. The age of hyper-connectivity - altering the way we think?
  • 10. Think Agile Creative Dynamic Collaborative There has been a powershift The illiterate of the 21 Century are not those who cannot read and write but those who cannot learn, unlearn and relearn. Alvin Toffler in Powershift: Knowledge, Wealth and Power at the Edge of the 21st Century
  • 11. Teaching as managing data Actively teaching how to research so students don’t get distracted or lost ....
  • 12. Are your students discerning? Are your colleagues discerning in their searches?
  • 13. Are teachers and students talking about ‘sorting’ techniques on the Internet?
  • 14. Are you discussing the art of digital curation? Sorting
  • 16. Following the Process of Data Production Who follows what other people listen to? DJ / radio presenter of music to the world? Democratisation of information, intellectual and creative property
  • 17. Who has studied what? Whose study playlist are you following? Determined by a daily algorithm What list have they already been working through? From the data, how many people are stuck on the same question as you? What information are they sharing? How is the teacher managing the playlists, heat maps and work pace? What does this say for the way that we will assess in the future?
  • 18. What is ‘Adaptive Learning’? Instant feedback Strengths and weaknesses are identified Students take active role in their learning Teachers are provided with ‘heatmap’ analytics to optimize students results With real-time reports in the big-data era, teaching and learning will change
  • 19. What is the future for education and dispersal of knowledge? Textbooks ‘replaced’ by a ream of Internet data and content delivered by presenters on Youtube
  • 20. Connectivity has altered power dynamics Power in sharing, connecting, listening and grouping together to solve problems - but isn't that the best way? society that is flourishing? Hopefully the data will contribute to the development of this spirit.
  • 21. Reaching Out : Lending Through Kiva and monitoring data
  • 22. Big data is altering the framework of our society A democratisation of knowledge? Students as bankers, thinking about microfinance, geography and loan ratios
  • 23. Adapting to the power of the web yet spaces still about people, relationships and trust Sadako with her class in 1946, Tokyo Japan Jill with her class in 2013, Gold Coast Australia
  • 24. The Future of Learning ?
  • 25. Understanding will be co-created Google Shared Documents Allowing students to write collaboratively How we think about the utilisation of space and our identity in that space, is changing. Individual, physical, virtual, creative, collaborative, conversational, group
  • 26. LMS enabled Mini-MOOC Foucault asserts knowledge is for cutting and rather than pour the students full of knowledge we asked them to deconstruct meaning about ‘flow’ as a large group. We got instant data. Real power can’t be given it must only be taken Students need to feel invested in the process 129 Year 8 Students were asked to respond online within 30 minutes to how they felt when they were in a state of flow?
  • 27. Authoring Tools that Empower Creativity and Connection ... that also produce data What are collaborative learning tools are you using?
  • 28. Creating Meaning, Creating sets of Data Electronic Portfolios
  • 29. Reflection, Connection, Creation - are we training ourselves to look for patterns?
  • 30. peer to peer teaching
  • 31.
  • 32. Big Data providing greater opportunities? • Adaptive learning - predicting individual needs • Pedagogy - participatory, collaborative, facilitating connected spaces • Critical conversations around process to monitor/analyze
  • 33. Contact details Jill Margerison@DrJMargerison jill.margerison@tss.qld.edu.au Big data - much ado about nothing? - probably not!