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Learner-adaptive content
Make learning adapt to user's needs
Sven Ove Sjølyst
Head of Product, CourseBuilder
Lumesse Learning
sven.ove.sjolyst@lumesse.com
2
 Questions
How many courses have you used more than once?
..... without being forced to for certification?
Have you ever felt the need to, or tried to, use course
content for a «JIT» job-situation?
Have you been forced to sit through content you already
knew? Effect on motivation?
Your estimate of the «I already know this» %?
What would it mean if content was focused on YOUR
needs?
3
 What is a good learning experience?
Learners are content consumers and googlers!
We want to find and consume learning content the same ways
we consume other content!
This means content that:
Is flexible
Engages YOU
Provides what YOU need, not what «mr. Generic» needs
Supports the way YOU want to access content and learn
Provides necessary additional information if/when YOU need it
Is available when, where and how YOU actually need it
In short:
Content that is adapted to YOUR (at any given time) specific
needs and preferences
4
 Are we creating good learning experiences?
A “course” is most often a “one-time event”
Used/attended only once
Not available for repetition (or hard to repeat)
Not available as JIT/JET/OJT
One «big block of learning» - little modularity
One pre-defined path of pre-defined content and
activities for all learners
ignoring individual needs and pre-existing knowledge
One pre-defined learning-style supported - presumed to
fit all
Not searchable (!!)
5
 Mechanisms for learner-adaptive content
«Minimum» solutions:
Modularity – selectable
«Free play» – let the user select order and pace of
content if they wish
Device independence – consume learning any time on
any device
Translation/localisation
Adapting content for language and culture – increase understanding and
engagement!
6
 Mechanisms for learner-adaptive content
«Medium» solutions:
Pre-/post-testing scenarios
Identifying relevant/required content – pre-defined
Decrease time use, increase focus, motivation and retention by focusing
on what’s relevant for the student.
Role-/level-/group/? -based adaptive
Identifying relevant/required content – pre-defined
Decrease time use, increase focus, motivation and retention by focusing
only on what’s relevant for the student.
Learning style - preferences
Pre-/post-test vs «traditional»
Reading/video/audio vs interactive
Personalise/increase motivation/retention
Personalisation
7
 Mechanisms for learner-adaptive content
«Advanced» solutions:
Scaffolding – «Result-based» adaptions at low level
Identify learning needs – focus on learner needs, not generic path
Scaffolding information – using resources
Optimize/target learning effect
Interactive scenarios
Branching scenarios – user actions determines paths
Simulate e.g. decision trees/processes/dialogues
Introducing «game» elements, engaging users
Variables - storing results
Contemplation – e.g.freetext answers at start, confront user at a later stage
Answers early on can affect content/path at a later stage
Search
User access optimized for JIT/JET and OJT – mobile!
User can selectively find and use any content
8
 Adaptive mechanisms - Pre-/post testing
Quiz 1 Quiz 2 Quiz 3 Quiz 4 Quiz 5
Quiz 1 Quiz 2 Quiz 3 Quiz 4 Quiz 5
Subject
1
Subject
2
Subject
3
Subject
4
Subject
5 Failed becomes
mandatory
Adapt to pre-existing
knowledge:
• Focus learning (avoid
repetition!)
• Reduce training time
• Increase motivation
and engagement
Example:
Reduction in Testing: 20%
Reduction in theory: 60%
9
 Adaptive mechanisms – Role/level
Quiz 1 Quiz 2 Quiz 3 Quiz 4 Quiz 5
Quiz 1 Quiz 2 Quiz 3 Quiz 4 Quiz 5
Subject
1
Subject
2
Subject
3
Subject
4
Subject
5
Adapt to role-based
required knowledge:
• Focus learning (avoid
repetition!)
• Reduce training time
• Increase motivation
and engagement
Role 1 Role 2
Failed becomes
mandatory
Example, Role 1:
Reduction in Testing: 70%
Reduction in theory: 80%
10

Q1
Adaptive mechanisms – Scaffolding
Q1
Page 1 Page 2 Page 3 Page 4
• Immediately adapt in detail to
demonstrated knowledge
• Provide different levels of information to
support learner according to need
• «Gamification»
Incorrect
Almost correct
100% correct
Verify
Resources
The CourseBuilder Vision:
“One Course!”
• To enable teams of authors to cooperatively create,
edit and share content
– in any language
– from any location
– for any device
– for any browser
• To publish this content once to be playable across all
devices, platforms and LMSes.
• The CourseBuilder “One Course!” concept
Fully-hosted
12
 CourseBuilder 8
Advanced functionality for learner-adaptive, responsive
content
Advanced branching
Actions and triggers, variables
Hot objects
Skin Editor – branding is part of the learning experience!
Easily develop/maintain/adapt responsive Skins
Powerful features – styling, design, functionalities
Adaptive learning is_here_and_now

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Adaptive learning is_here_and_now

  • 1. Learner-adaptive content Make learning adapt to user's needs Sven Ove Sjølyst Head of Product, CourseBuilder Lumesse Learning sven.ove.sjolyst@lumesse.com
  • 2. 2  Questions How many courses have you used more than once? ..... without being forced to for certification? Have you ever felt the need to, or tried to, use course content for a «JIT» job-situation? Have you been forced to sit through content you already knew? Effect on motivation? Your estimate of the «I already know this» %? What would it mean if content was focused on YOUR needs?
  • 3. 3  What is a good learning experience? Learners are content consumers and googlers! We want to find and consume learning content the same ways we consume other content! This means content that: Is flexible Engages YOU Provides what YOU need, not what «mr. Generic» needs Supports the way YOU want to access content and learn Provides necessary additional information if/when YOU need it Is available when, where and how YOU actually need it In short: Content that is adapted to YOUR (at any given time) specific needs and preferences
  • 4. 4  Are we creating good learning experiences? A “course” is most often a “one-time event” Used/attended only once Not available for repetition (or hard to repeat) Not available as JIT/JET/OJT One «big block of learning» - little modularity One pre-defined path of pre-defined content and activities for all learners ignoring individual needs and pre-existing knowledge One pre-defined learning-style supported - presumed to fit all Not searchable (!!)
  • 5. 5  Mechanisms for learner-adaptive content «Minimum» solutions: Modularity – selectable «Free play» – let the user select order and pace of content if they wish Device independence – consume learning any time on any device Translation/localisation Adapting content for language and culture – increase understanding and engagement!
  • 6. 6  Mechanisms for learner-adaptive content «Medium» solutions: Pre-/post-testing scenarios Identifying relevant/required content – pre-defined Decrease time use, increase focus, motivation and retention by focusing on what’s relevant for the student. Role-/level-/group/? -based adaptive Identifying relevant/required content – pre-defined Decrease time use, increase focus, motivation and retention by focusing only on what’s relevant for the student. Learning style - preferences Pre-/post-test vs «traditional» Reading/video/audio vs interactive Personalise/increase motivation/retention Personalisation
  • 7. 7  Mechanisms for learner-adaptive content «Advanced» solutions: Scaffolding – «Result-based» adaptions at low level Identify learning needs – focus on learner needs, not generic path Scaffolding information – using resources Optimize/target learning effect Interactive scenarios Branching scenarios – user actions determines paths Simulate e.g. decision trees/processes/dialogues Introducing «game» elements, engaging users Variables - storing results Contemplation – e.g.freetext answers at start, confront user at a later stage Answers early on can affect content/path at a later stage Search User access optimized for JIT/JET and OJT – mobile! User can selectively find and use any content
  • 8. 8  Adaptive mechanisms - Pre-/post testing Quiz 1 Quiz 2 Quiz 3 Quiz 4 Quiz 5 Quiz 1 Quiz 2 Quiz 3 Quiz 4 Quiz 5 Subject 1 Subject 2 Subject 3 Subject 4 Subject 5 Failed becomes mandatory Adapt to pre-existing knowledge: • Focus learning (avoid repetition!) • Reduce training time • Increase motivation and engagement Example: Reduction in Testing: 20% Reduction in theory: 60%
  • 9. 9  Adaptive mechanisms – Role/level Quiz 1 Quiz 2 Quiz 3 Quiz 4 Quiz 5 Quiz 1 Quiz 2 Quiz 3 Quiz 4 Quiz 5 Subject 1 Subject 2 Subject 3 Subject 4 Subject 5 Adapt to role-based required knowledge: • Focus learning (avoid repetition!) • Reduce training time • Increase motivation and engagement Role 1 Role 2 Failed becomes mandatory Example, Role 1: Reduction in Testing: 70% Reduction in theory: 80%
  • 10. 10  Q1 Adaptive mechanisms – Scaffolding Q1 Page 1 Page 2 Page 3 Page 4 • Immediately adapt in detail to demonstrated knowledge • Provide different levels of information to support learner according to need • «Gamification» Incorrect Almost correct 100% correct Verify Resources
  • 11. The CourseBuilder Vision: “One Course!” • To enable teams of authors to cooperatively create, edit and share content – in any language – from any location – for any device – for any browser • To publish this content once to be playable across all devices, platforms and LMSes. • The CourseBuilder “One Course!” concept Fully-hosted
  • 12. 12  CourseBuilder 8 Advanced functionality for learner-adaptive, responsive content Advanced branching Actions and triggers, variables Hot objects Skin Editor – branding is part of the learning experience! Easily develop/maintain/adapt responsive Skins Powerful features – styling, design, functionalities