Adaptive Learning Experiences across Devices: Leveraging Multi-Modal Learning Analytics with XAPI

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The educational technological landscape is changing as new generations of students enter the educational system at the different levels. The conventional "one interface rules them all" does no longer fit the technological habitat of millennials. Therefore, educational and learning has to broaden their views on digital learning experiences across a wide range of devices. This presentation sets the stage for this process that relies heavily on interoperability and standards, so that new technologies can be easily integrated into learning experiences. One of such standards is XAPI that has been tested in the field with adaptive experiences across devices. This is presented on 29 Nov 2019 at OnlineEduca Berlin.

Technology

@phish108 @datenXinfos
Adaptive Learning Experiences
across Devices:
Leveraging
Multi-Modal Learning Analytics
with XAPI

@phish108 @datenXinfos
2010200019901980197019601950 2020
Generation X
Digital Natives
Millennials
Mobile Natives
AI-Natives

@phish108 @datenXinfos
The Habitat
of Millenials
2019: n = 237Digital Habitat Observatory: Glahn & Gruber (2018)

@phish108 @datenXinfos
The Habitat
of Millenials
2019: n = 237
Marginal gender
differences
Digital Habitat Observatory: Glahn & Gruber (2018)

@phish108 @datenXinfos
The Habitat
of Millenials
2019: n = 237
There is not onemode of interaction!
Digital Habitat Observatory: Glahn & Gruber (2018)

@phish108 @datenXinfos
The Habitat
of Millenials
2019: n = 237
There is not one
interaction at a time!
Digital Habitat Observatory: Glahn & Gruber (2018)

@phish108 @datenXinfos
Multi-Modal Learning
• Multiple exposures to learning
• Multi-sensory interactions
• Multi-device experiences
(Moreno, & Mayer, 2007; Glahn & Specht, 2010; Schneider, Börner, van Rosmalen, & Specht; 2017;
Di Mitri, Schneider, Specht, & Drachsler, 2018)

@phish108 @datenXinfos
Multi-Modal Experiences
• Multiple exposures to learning
• Multi-sensory interactions
• Multi-device experiences
(Moreno, & Mayer, 2007; Glahn & Specht, 2010; Schneider, Börner, van Rosmalen, & Specht; 2017;
Di Mitri, Schneider, Specht, & Drachsler, 2018)

@phish108 @datenXinfos
Connecting the Habitat and
Learning Experiences
The Challenge!

@phish108 @datenXinfos
LMS Client
LMS
Content
Assess-
ment
• SCORM
• LTI
• IMS LD

@phish108 @datenXinfos
LMS Client
LMS
Content
Assess-
ment
• SCORM
• LTI
• IMS LD
Uniﬁed
Experience

@phish108 @datenXinfos
LMS Client
LMS
Content
Assess-
ment
• SCORM
• LTI
• IMS LD
Input-Output
Centric
Uniﬁed
Experience

@phish108 @datenXinfos
LMS Client
LMS
Content
Assess-
ment
• SCORM
• LTI
• IMS LD
Input-Output
Centric
Resource
Centric
Uniﬁed
Experience

@phish108 @datenXinfos
LMS Client
LMS
Content
Assess-
ment
• SCORM
• LTI
• IMS LD
Input-Output
Centric
Resource
Centric
ContextAgnostic
Unified
Experience

@phish108 @datenXinfos
Interwoven Experiences
through Learning Analytics

@phish108 @datenXinfos
Interwoven Experiences
through Learning Analytics
with XAPI
My OEB 2016 XAPI Primer
➜ http://bit.ly/2fOtzVU

@phish108 @datenXinfos
xapi
xapi
xapi
xapi
xapi
LMS Client
AR Goggles
Simulation
Room-ware
Client
Wearable
Embeddable
Resources
LMS
Content XAPI LRS
Assess-
ment
Identity
+ Access
Embeddable
Resources
LMS Client
Mobile App
xapi
xapi
xapi
xapi

@phish108 @datenXinfos
xapi
xapi
xapi
xapi
xapi
LMS Client
AR Goggles
Simulation
Room-ware
Client
Wearable
Embeddable
Resources
LMS
Content
Assess-
ment
Identity
+ Access
Embeddable
Resources
LMS Client
Mobile App
xapi
xapi
xapi
xapi
Analytics
Driven
Orchestration

@phish108 @datenXinfos
Types of Adaptation
Field Tested

@phish108 @datenXinfos
Lorem ipsum …
Lorem ipsum …
Lorem ipsum …
Chaining

@phish108 @datenXinfos
Lorem ipsum … Lorem ipsum … Lorem ipsum …
Offloading

@phish108 @datenXinfos
Personalisation
Lorem ipsum … Lorem ipsum …
Online
Test

@phish108 @datenXinfos
To which modalities would
you adapt?

@zhaw
@DatascienceCH
@IAMLorg
@eateleu
@jtelss

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Adaptive Learning Experiences across Devices: Leveraging Multi-Modal Learning Analytics with XAPI

1. @phish108 @datenXinfos Adaptive Learning Experiences across Devices: Leveraging Multi-Modal Learning Analytics with XAPI

2. @phish108 @datenXinfos 2010200019901980197019601950 2020 Generation X Digital Natives Millennials Mobile Natives AI-Natives

3. @phish108 @datenXinfos The Habitat of Millenials 2019: n = 237Digital Habitat Observatory: Glahn & Gruber (2018)

4. @phish108 @datenXinfos The Habitat of Millenials 2019: n = 237 Marginal gender differences Digital Habitat Observatory: Glahn & Gruber (2018)

5. @phish108 @datenXinfos The Habitat of Millenials 2019: n = 237 There is not onemode of interaction! Digital Habitat Observatory: Glahn & Gruber (2018)

6. @phish108 @datenXinfos The Habitat of Millenials 2019: n = 237 There is not one interaction at a time! Digital Habitat Observatory: Glahn & Gruber (2018)

7. @phish108 @datenXinfos Multi-Modal Learning • Multiple exposures to learning • Multi-sensory interactions • Multi-device experiences (Moreno, & Mayer, 2007; Glahn & Specht, 2010; Schneider, Börner, van Rosmalen, & Specht; 2017; Di Mitri, Schneider, Specht, & Drachsler, 2018)

8. @phish108 @datenXinfos Multi-Modal Experiences • Multiple exposures to learning • Multi-sensory interactions • Multi-device experiences (Moreno, & Mayer, 2007; Glahn & Specht, 2010; Schneider, Börner, van Rosmalen, & Specht; 2017; Di Mitri, Schneider, Specht, & Drachsler, 2018)

9. @phish108 @datenXinfos Connecting the Habitat and Learning Experiences The Challenge!

10. @phish108 @datenXinfos Interoperability

11. @phish108 @datenXinfos LMS Client LMS Content Assess- ment • SCORM • LTI • IMS LD

12. @phish108 @datenXinfos LMS Client LMS Content Assess- ment • SCORM • LTI • IMS LD Uniﬁed Experience

13. @phish108 @datenXinfos LMS Client LMS Content Assess- ment • SCORM • LTI • IMS LD Input-Output Centric Uniﬁed Experience

14. @phish108 @datenXinfos LMS Client LMS Content Assess- ment • SCORM • LTI • IMS LD Input-Output Centric Resource Centric Uniﬁed Experience

15. @phish108 @datenXinfos LMS Client LMS Content Assess- ment • SCORM • LTI • IMS LD Input-Output Centric Resource Centric ContextAgnostic Unified Experience

16. @phish108 @datenXinfos Interwoven Experiences through Learning Analytics

17. @phish108 @datenXinfos Interwoven Experiences through Learning Analytics with XAPI My OEB 2016 XAPI Primer ➜ http://bit.ly/2fOtzVU

18. @phish108 @datenXinfos xapi xapi xapi xapi xapi LMS Client AR Goggles Simulation Room-ware Client Wearable Embeddable Resources LMS Content XAPI LRS Assess- ment Identity + Access Embeddable Resources LMS Client Mobile App xapi xapi xapi xapi

19. @phish108 @datenXinfos xapi xapi xapi xapi xapi LMS Client AR Goggles Simulation Room-ware Client Wearable Embeddable Resources LMS Content Assess- ment Identity + Access Embeddable Resources LMS Client Mobile App xapi xapi xapi xapi Analytics Driven Orchestration

20. @phish108 @datenXinfos Types of Adaptation Field Tested

21. @phish108 @datenXinfos Lorem ipsum … Lorem ipsum … Lorem ipsum … Chaining

22. @phish108 @datenXinfos Lorem ipsum … Lorem ipsum … Lorem ipsum … Offloading

23. @phish108 @datenXinfos Personalisation Lorem ipsum … Lorem ipsum … Online Test

24. @phish108 @datenXinfos Collaboration

25. @phish108 @datenXinfos To which modalities would you adapt?

26. @phish108 @datenXinfos

27. @zhaw @DatascienceCH @IAMLorg @eateleu @jtelss

28. https://www.zhaw.ch/ias

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