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LACE	
  –	
  Creating	
  a	
  Community	
  on	
  Learner	
  
Analytics	
  and	
  Educational	
  Data	
  Mining	
  –	
  
Structuring	
  the	
  Discourse
Tore	
  Hoel	
  (@tore)	
  
Oslo	
  and	
  Akershus	
  University	
  College	
  of	
  Applied	
  Sciences	
  	
  
Norway	
  
#laceproject
Creative Commons
Attribution-ShareAlike
This work is licensed under a Creative Commons Attribution-ShareAlike 3.0
Unported License.
Outline
• The	
  discourse	
  on	
  Learning	
  Analytics	
  	
  
• Learning	
  Analytics	
  Community	
  Exchange	
  –	
  LACE	
  project	
  
• What	
  is	
  LA	
  &	
  EDM?	
  
• A	
  Generic	
  Framework	
  for	
  LA	
  
• Workplace	
  learning	
  and	
  LA
3
Tore Hoel, Oslo and Akershus University College of Applied Sciences, Norway, 

Adam R. Cooper, CETIS, UK, 

Mehrnoosh Vahdat, ITS Infinity, Italy, 

Fabrizio Cardinali, ITS Infinity, Italy	

Co-­‐authors	
  of	
  this	
  paper:
4
• EU	
  30	
  month	
  Support	
  &	
  
Coordination	
  project	
  
• 24	
  more	
  months	
  to	
  go	
  
• 9	
  partners	
  
• Focus	
  areas	
  
• Schools	
  
• Higher	
  Education	
  
• Industry	
  
• Interoperability	
  &	
  Data	
  
Sharing	
  
• www.laceproject.eu	
  
• evidence.laceproject.eu
5
What	
  is	
  Learning	
  Analytics?
The	
  measurement,	
  collection,	
  analysis	
  and	
  
reporting	
  of	
  data	
  about	
  learners	
  and	
  their	
  
contexts,	
  for	
  purposes	
  of	
  understanding	
  and	
  
optimizing	
  learning	
  and	
  the	
  environments	
  in	
  
which	
  it	
  occurs	
  
Society	
  for	
  Learning	
  Analytics	
  Research	
  (SoLAR)
6
Actionable	
  intelligence!
Not	
  Theoretical

Insights!
Not	
  Reporting!
Levels	
  of	
  Learning	
  Analytics	
  
(UNESCO	
  Policy	
  Brief,	
  November	
  2012)
7
Critical	
  dimensions	
  of	
  learning	
  analytics
(Greller	
  &	
  Drachsler,	
  2012)
8
The	
  LA	
  feedback	
  loop
9
LACE	
  facilitating	
  the	
  conversation
10
11
• Competence	
  
management	
  &	
  
assessment	
  
• Scaling	
  up	
  work	
  
based	
  learning	
  
• Quality	
  
management
LA and Workplace learning – Competence
Management & Assessment
• Demonstrated	
  vs.	
  wanted	
  competences	
  
• Locus	
  of	
  intervencon	
  
–	
  Content	
  and	
  Resources	
  
–	
  Assessment	
  and	
  Performance	
  
!
• Knowledge	
  is	
  only	
  one	
  (of	
  many)	
  criccal	
  yardsccks	
  in	
  
competency	
  management!
LA and Workplace learning – Scaling up
Work Based Learning
• Talent	
  driven	
  innovacon	
  
• Support	
  for	
  up-­‐skilling	
  of	
  the	
  workforce	
  
• Smart	
  manufacturing
LA and Workplace learning – Quality
Management
• Student	
  Guidance	
  Services	
  
• Assessment	
  &	
  Evaluacon	
  
• Retencon	
  techniques	
  
• Performance	
  support	
  
!
–The	
  data	
  scll	
  remain	
  unanalysed…
Conclusions
• Will	
  Data-­‐Driven	
  Learning	
  &	
  Assessment	
  mature	
  
within	
  3	
  -­‐	
  5	
  years	
  (NMC	
  Horizon	
  Report	
  for	
  HE)?	
  
• No	
  quick	
  fix	
  in	
  new	
  technologies	
  
• LA	
  &	
  EDM	
  must	
  be	
  approached	
  from	
  a	
  holiscc	
  
and	
  systemic	
  perspeccve	
  
• Criccal	
  dimensions	
  must	
  be	
  addressed	
  
• Community	
  engagement	
  is	
  key	
  
• Join	
  LACE	
  accvices	
  –	
  become	
  an	
  associated	
  
partner!
“LACE	
  –	
  Creating	
  a	
  Community	
  on	
  Learner	
  Analytics	
  and	
  Educational	
  Data	
  
Mining	
  –	
  Structuring	
  the	
  Discourse”	
  by	
  Tore	
  Hoel,	
  Oslo	
  and	
  Akershus	
  
University	
  College	
  of	
  Applied	
  Sciences,	
  	
  was	
  presented	
  at	
  EDEN	
  Annual	
  
Conference	
  	
  on	
  12	
  June	
  2014.	
  
!
tore.hoel@hioa.no	
  
	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  	
  @tore
This	
  work	
  was	
  undertaken	
  as	
  part	
  of	
  the	
  LACE	
  Project,	
  supported	
  by	
  the	
  European	
  Commission	
  Seventh	
  
Framework	
  Programme,	
  grant	
  619424.
These	
  slides	
  are	
  provided	
  under	
  the	
  Creative	
  Commons	
  Attribution	
  Licence:	
  http://creativecommons.org/
licenses/by/4.0/.	
  	
  Some	
  images	
  used	
  may	
  	
  have	
  different	
  licence	
  terms.
www.laceproject.eu	
  
@laceproject
16

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Presenting the LACE project at EDEN 14 Zagreb

  • 1. LACE  –  Creating  a  Community  on  Learner   Analytics  and  Educational  Data  Mining  –   Structuring  the  Discourse Tore  Hoel  (@tore)   Oslo  and  Akershus  University  College  of  Applied  Sciences     Norway   #laceproject
  • 2. Creative Commons Attribution-ShareAlike This work is licensed under a Creative Commons Attribution-ShareAlike 3.0 Unported License.
  • 3. Outline • The  discourse  on  Learning  Analytics     • Learning  Analytics  Community  Exchange  –  LACE  project   • What  is  LA  &  EDM?   • A  Generic  Framework  for  LA   • Workplace  learning  and  LA 3 Tore Hoel, Oslo and Akershus University College of Applied Sciences, Norway, 
 Adam R. Cooper, CETIS, UK, 
 Mehrnoosh Vahdat, ITS Infinity, Italy, 
 Fabrizio Cardinali, ITS Infinity, Italy Co-­‐authors  of  this  paper:
  • 4. 4
  • 5. • EU  30  month  Support  &   Coordination  project   • 24  more  months  to  go   • 9  partners   • Focus  areas   • Schools   • Higher  Education   • Industry   • Interoperability  &  Data   Sharing   • www.laceproject.eu   • evidence.laceproject.eu 5
  • 6. What  is  Learning  Analytics? The  measurement,  collection,  analysis  and   reporting  of  data  about  learners  and  their   contexts,  for  purposes  of  understanding  and   optimizing  learning  and  the  environments  in   which  it  occurs   Society  for  Learning  Analytics  Research  (SoLAR) 6 Actionable  intelligence! Not  Theoretical
 Insights! Not  Reporting!
  • 7. Levels  of  Learning  Analytics   (UNESCO  Policy  Brief,  November  2012) 7
  • 8. Critical  dimensions  of  learning  analytics (Greller  &  Drachsler,  2012) 8
  • 10. LACE  facilitating  the  conversation 10
  • 11. 11 • Competence   management  &   assessment   • Scaling  up  work   based  learning   • Quality   management
  • 12. LA and Workplace learning – Competence Management & Assessment • Demonstrated  vs.  wanted  competences   • Locus  of  intervencon   –  Content  and  Resources   –  Assessment  and  Performance   ! • Knowledge  is  only  one  (of  many)  criccal  yardsccks  in   competency  management!
  • 13. LA and Workplace learning – Scaling up Work Based Learning • Talent  driven  innovacon   • Support  for  up-­‐skilling  of  the  workforce   • Smart  manufacturing
  • 14. LA and Workplace learning – Quality Management • Student  Guidance  Services   • Assessment  &  Evaluacon   • Retencon  techniques   • Performance  support   ! –The  data  scll  remain  unanalysed…
  • 15. Conclusions • Will  Data-­‐Driven  Learning  &  Assessment  mature   within  3  -­‐  5  years  (NMC  Horizon  Report  for  HE)?   • No  quick  fix  in  new  technologies   • LA  &  EDM  must  be  approached  from  a  holiscc   and  systemic  perspeccve   • Criccal  dimensions  must  be  addressed   • Community  engagement  is  key   • Join  LACE  accvices  –  become  an  associated   partner!
  • 16. “LACE  –  Creating  a  Community  on  Learner  Analytics  and  Educational  Data   Mining  –  Structuring  the  Discourse”  by  Tore  Hoel,  Oslo  and  Akershus   University  College  of  Applied  Sciences,    was  presented  at  EDEN  Annual   Conference    on  12  June  2014.   ! tore.hoel@hioa.no                        @tore This  work  was  undertaken  as  part  of  the  LACE  Project,  supported  by  the  European  Commission  Seventh   Framework  Programme,  grant  619424. These  slides  are  provided  under  the  Creative  Commons  Attribution  Licence:  http://creativecommons.org/ licenses/by/4.0/.    Some  images  used  may    have  different  licence  terms. www.laceproject.eu   @laceproject 16