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Overview	
  of	
  emerging	
  technologies	
  to	
  
define,	
  enhance,	
  and	
  measure	
  health	
  
literacy	
  
	
  
Judy	
  Kay	
  

	
  
Human	
  Centred	
  Technology	
  Group,	
  Engineering	
  and	
  IT,	
  University	
  of	
  Sydney	
  
SyReNs:	
  Science	
  and	
  Technology	
  of	
  Learning	
  
SyReNs:	
  PLANET…	
  Physical	
  Ac;vity	
  
	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
About	
  me	
  (and	
  CHAI)	
  …	
  HCI-­‐techo
	
  
•  Inven1ng	
  future	
  technology	
  to	
  tackle	
  
important	
  problems	
  
•  Personalisa1on	
  
•  Personal	
  data	
  and	
  its	
  management	
  
•  PuLng	
  people	
  in	
  control	
  
•  Interac1ve	
  surfaces…	
  walls,	
  tables…	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Mental	
  models
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Mental	
  models
	
  
A	
  set	
  of	
  beliefs	
  that	
  the	
  user	
  holds
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Mental	
  models
	
  
A	
  set	
  of	
  beliefs	
  that	
  the	
  user	
  holds
	
  
eg.	
  It	
  is	
  healthier	
  not	
  to	
  take	
  medica1ons
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Mental	
  models
	
  
A	
  set	
  of	
  beliefs	
  that	
  the	
  user	
  holds
	
  
eg.	
  It	
  is	
  healthier	
  not	
  to	
  take	
  medica1ons
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Mental	
  models
	
  
A	
  set	
  of	
  beliefs	
  that	
  the	
  user	
  holds
	
  
eg.	
  It	
  is	
  healthier	
  not	
  to	
  take	
  medica1ons
	
  
Vaccina1ons	
  are	
  dangerous
	
  
Sta1ns	
  are	
  dangerous	
  and	
  useless
	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Ra1onality?
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
“Be	
  able	
  to	
  keep	
  two	
  completely	
  
contradictory	
  ideas	
  alive	
  and	
  well	
  inside	
  
your	
  heart	
  and	
  head	
  at	
  all	
  1mes”.
	
  
Bruce	
  Springsteen
	
  
(on	
  37signals)
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
“Four	
  out	
  of	
  five	
  voices	
  in	
  my	
  head	
  say-­‐	
  
"Eat	
  the	
  Chocolate”.
	
  
PhD	
  Student	
  T-­‐shirt
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Complexity?
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
“I	
  know	
  that	
  you	
  should	
  eat	
  a	
  lot	
  of	
  the	
  
Indian	
  spice	
  turmeric,	
  as	
  it	
  fights	
  cancer.	
  
	
  
	
  
Also	
  that	
  you	
  should	
  avoid	
  the	
  Indian	
  spice	
  
turmeric,	
  as	
  it	
  might	
  contain	
  dangerous	
  
levels	
  of	
  lead.	
  
	
  
	
  
One	
  or	
  the	
  other.”.
	
  
A.J.	
  Jacobs,
	
  
Drop	
  Dead	
  Healthy:	
  One	
  Man's	
  Humble	
  Quest	
  for	
  Bodily	
  PerfecFon
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Mental	
  models	
  come	
  from:
	
  
•  Formal	
  educa1on	
  
•  And	
  so	
  much	
  else	
  
– 
– 
– 
– 
– 

Experience	
  
Cultural	
  expecta1ons	
  
Context	
  
Emo1onal	
  state	
  	
  
….	
  

•  Determining	
  what	
  the	
  user	
  
– 
– 
– 
– 

Believes	
  to	
  be	
  true	
  
Trusts	
  
Feels	
  permiZed	
  to	
  consider	
  and	
  do	
  
Feeling	
  of	
  competence	
  	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Why	
  do	
  mental	
  models	
  maZer	
  
for	
  interface	
  designers?
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Why	
  do	
  mental	
  models	
  maZer	
  
for	
  interface	
  designers?
	
  
They	
  define	
  	
  
•  what	
  a	
  user	
  can	
  “see”	
  and	
  “hear”	
  
•  How	
  they	
  interpret	
  informa;on	
  
Clashes	
  between	
  user,	
  programmer,	
  expert	
  MMs	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Mental	
  models	
  for	
  Health	
  literacy	
  
soware	
  and	
  systems
	
  
•  Design	
  based	
  on	
  each	
  user’s	
  mental	
  models	
  
–  Q:	
  Will	
  this	
  user	
  be	
  able	
  to	
  find	
  the	
  informa1on	
  that	
  is	
  
relevant	
  to	
  them	
  (given	
  their	
  mental	
  model)?	
  
–  Q:	
  Will	
  they	
  understand	
  that	
  informa1on	
  (given	
  their	
  
mental	
  model)?	
  

•  Systems	
  that	
  help	
  people	
  	
  
–  Build	
  awareness	
  of	
  their	
  own	
  mental	
  model	
  
–  And	
  of	
  alternate	
  views	
  
–  Be	
  sa1sfied	
  with	
  their	
  interac1on	
  experience	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
User	
  models
	
  
And	
  personalisa1on
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
User	
  model
	
  
•  Computer	
  systems	
  “beliefs”	
  about	
  the	
  user	
  
–  eg	
  User	
  cannot	
  read	
  graphs	
  
–  eg.	
  User	
  believes	
  vaccina1on	
  is	
  dangerous	
  

•  Data	
  about	
  a	
  person	
  …	
  big	
  personal	
  data	
  
•  Drives	
  personalisa1on	
  
–  Personalisa1on	
  is	
  pervasive	
  in	
  search	
  engines	
  and	
  
web	
  sites	
  
–  can	
  be	
  dangerous	
  …“filter	
  bubbles”	
  …	
  
confirma1on	
  and	
  valida1on	
  of	
  personal	
  beliefs	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Example…	
  dangerous	
  filter	
  bubbles
	
  
User	
  belief:	
  vaccina1on	
  is	
  dangerous
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
But	
  personalisa1on	
  is	
  everywhere
	
  
And	
  does	
  help	
  cope	
  with	
  complexity
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Accountable	
  personalisa1on?
	
  
PuLng	
  users	
  in	
  control…
	
  
	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
User	
  models,	
  personal	
  data,	
  
exploi1ng	
  digital	
  footprints….
	
  
Open	
  user/learner	
  models	
  (OLMs)
	
  
	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Visible	
  digital	
  footprints	
  so	
  I	
  can	
  
compare	
  myself	
  with	
  others
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
This user’s footprints

Overall population footprints
Patina: Dynamic Heatmaps for Visualizing Application Usage (CHI2013)
Justin Matejka, Tovi Grossman, and George Fitzmaurice

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
MOOCs	
  
SPOCS	
  
Self-­‐paced	
  simula1ons	
  

Discussion	
  board	
  

New	
  online	
  learning	
  tools
	
  
Platforms that will give excellent foundations
for individuals to learn

Can	
  create	
  many…	
  	
  
Different	
  strokes	
  for	
  different	
  folks	
  

Community	
  forma1on	
  

Lots	
  of	
  learning	
  data	
  so	
  we	
  can	
  learn	
  to	
  improve	
  learning	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Model of learner

Gamification element

Kahn Academy, what a student sees after the pre-test
Short video + self-test
Learning	
  Analy1cs	
  and	
  
Educa1onal	
  Data	
  Mining
	
  
Popula1on	
  level
	
  
Classroom
	
  
Teacher
	
  
Individual
	
  
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
SIV	
  
Lots of green means
learner doing well

Weak aspects
visible as red

Overview
visualisation

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Little detail
User	
  models,	
  personal	
  data,	
  
exploi1ng	
  digital	
  footprints….
	
  
Open	
  user/learner	
  models	
  (OLMs)
	
  
	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Technologies	
  to	
  help	
  track	
  and	
  
discover	
  personal	
  “reality”
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Sensors in our home – like Withings scales
Sensors we wear – like Fitbit, Nike FuelBand,....
Desktop sensors like slife, RSI-prevention sensors,.......
Pervasive	
  displays	
  that	
  help	
  us	
  
see	
  “reality”
	
  
Lots	
  of	
  displays,	
  some	
  calmer	
  than	
  
others
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Opportunity
Ubiquitous Devices: personal, wearable, portable, pervasive.
Example:	
  pill	
  taking	
  aid
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Red glow – time to take
medication

Ambient displays, with subtle meaning,
perhaps known only to the owner
Green glow .. All on track
Also	
  has	
  mobile-­‐phone	
  reminder
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
The	
  inac1vity	
  problem
	
  
Too	
  much	
  siLng
	
  
For	
  too	
  long	
  without	
  breaks
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Blue… active
Inactive > 30 mins
Sharing	
  data
	
  
Peers	
  to	
  support	
  each	
  other
	
  
And	
  compete
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
The power of peers
Reality is relative!!!

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Some	
  new	
  ways	
  to	
  learn
	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Interactive walls for engaging health education
Older	
  users	
  too
	
  

T. Apted, J. Kay, and A. Quigley. Tabletop sharing of digital photographs for the elderly. In CHI '06:
SIGCHI Conf on Human Factors in Computing Systems, pp 781-790, New York, NY, USA, 2006. ACM Press
externalisa1on	
  
affec1on	
  
building	
  on	
  others	
  

argumenta1on	
  

Collabora1ve	
  learning
	
  
P. Dillenbourg.

What	
  do	
  you	
  mean	
  by	
  'collabora1ve	
  learning'?

diverse	
  exper1se	
  

discussion?	
  
Two	
  hands	
  are	
  beZer	
  than	
  one	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Summary	
  from	
  an	
  HCI-­‐techo
	
  
•  User-­‐centred	
  design	
  
–  Understanding	
  users’	
  mental	
  models	
  
–  Crea1ng	
  personalised	
  soware	
  to	
  aid	
  
communica1on,	
  based	
  on	
  user	
  models	
  
–  Exploi1ng	
  user	
  models:	
  OLMs,	
  gamifica1on	
  
–  Learning	
  analy1cs	
  and	
  data	
  mining	
  

•  Pervasive	
  sensing	
  and	
  displays	
  
–  Capturing	
  “reality”	
  
–  New	
  learning	
  contexts	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Acknowledgements	
  

chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Interac1ve	
  surfaces	
  

Interfaces	
  to	
  user	
  model	
  

Data	
  mining	
  

Acknowledgements	
  

Soware	
  infrastructure	
  user	
  control,	
  scrutability	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Influences…
	
  
•  Human-­‐Computer	
  Interac1on	
  
–  Mental	
  models	
  
–  User	
  models	
  
–  Explicit	
  assump1ons	
  	
  
•  Open	
  Learner	
  Models	
  (OLMs)	
  

•  Technology	
  for	
  learning	
  
–  Pervasive	
  devices	
  for	
  lifelong	
  awareness,	
  self-­‐
monitoring	
  
–  New	
  places	
  to	
  learn,	
  embedded	
  everywhere	
  
–  Personalisa1on,	
  Learning	
  Analy1cs,	
  Data	
  Mining	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
User	
  models,	
  personal	
  data,	
  
exploi1ng	
  digital	
  footprints….
	
  
Open	
  user/learner	
  models	
  (OLMs)
	
  
	
  
chai::	
  

Computer	
  human	
  adapted	
  interac1on	
  research	
  group	
  
Learning dashboards: an overview and future research opportunities
Katrien Verbert • Sten Govaerts • Erik Duval • Jose Luis Santos • Frans Van Assche •
Gonzalo Parra • Joris Klerkx
Pers Ubiquit Comput, 2013
Overview of emerging technologies to define, enhance, and measure health literacy. Professor Judy Kay
Overview of emerging technologies to define, enhance, and measure health literacy. Professor Judy Kay
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Overview of emerging technologies to define, enhance, and measure health literacy. Professor Judy Kay

  • 1. Overview  of  emerging  technologies  to   define,  enhance,  and  measure  health   literacy     Judy  Kay     Human  Centred  Technology  Group,  Engineering  and  IT,  University  of  Sydney   SyReNs:  Science  and  Technology  of  Learning   SyReNs:  PLANET…  Physical  Ac;vity     chai::   Computer  human  adapted  interac1on  research  group  
  • 2. About  me  (and  CHAI)  …  HCI-­‐techo   •  Inven1ng  future  technology  to  tackle   important  problems   •  Personalisa1on   •  Personal  data  and  its  management   •  PuLng  people  in  control   •  Interac1ve  surfaces…  walls,  tables…   chai::   Computer  human  adapted  interac1on  research  group  
  • 3. Mental  models   chai::   Computer  human  adapted  interac1on  research  group  
  • 4. Mental  models   A  set  of  beliefs  that  the  user  holds   chai::   Computer  human  adapted  interac1on  research  group  
  • 5. Mental  models   A  set  of  beliefs  that  the  user  holds   eg.  It  is  healthier  not  to  take  medica1ons   chai::   Computer  human  adapted  interac1on  research  group  
  • 6. Mental  models   A  set  of  beliefs  that  the  user  holds   eg.  It  is  healthier  not  to  take  medica1ons   chai::   Computer  human  adapted  interac1on  research  group  
  • 7. Mental  models   A  set  of  beliefs  that  the  user  holds   eg.  It  is  healthier  not  to  take  medica1ons   Vaccina1ons  are  dangerous   Sta1ns  are  dangerous  and  useless   chai::   Computer  human  adapted  interac1on  research  group  
  • 8. Ra1onality?   chai::   Computer  human  adapted  interac1on  research  group  
  • 9. “Be  able  to  keep  two  completely   contradictory  ideas  alive  and  well  inside   your  heart  and  head  at  all  1mes”.   Bruce  Springsteen   (on  37signals)   chai::   Computer  human  adapted  interac1on  research  group  
  • 10. “Four  out  of  five  voices  in  my  head  say-­‐   "Eat  the  Chocolate”.   PhD  Student  T-­‐shirt   chai::   Computer  human  adapted  interac1on  research  group  
  • 11. Complexity?   chai::   Computer  human  adapted  interac1on  research  group  
  • 12. “I  know  that  you  should  eat  a  lot  of  the   Indian  spice  turmeric,  as  it  fights  cancer.       Also  that  you  should  avoid  the  Indian  spice   turmeric,  as  it  might  contain  dangerous   levels  of  lead.       One  or  the  other.”.   A.J.  Jacobs,   Drop  Dead  Healthy:  One  Man's  Humble  Quest  for  Bodily  PerfecFon   chai::   Computer  human  adapted  interac1on  research  group  
  • 13. Mental  models  come  from:   •  Formal  educa1on   •  And  so  much  else   –  –  –  –  –  Experience   Cultural  expecta1ons   Context   Emo1onal  state     ….   •  Determining  what  the  user   –  –  –  –  Believes  to  be  true   Trusts   Feels  permiZed  to  consider  and  do   Feeling  of  competence     chai::   Computer  human  adapted  interac1on  research  group  
  • 14. Why  do  mental  models  maZer   for  interface  designers?   chai::   Computer  human  adapted  interac1on  research  group  
  • 15. Why  do  mental  models  maZer   for  interface  designers?   They  define     •  what  a  user  can  “see”  and  “hear”   •  How  they  interpret  informa;on   Clashes  between  user,  programmer,  expert  MMs   chai::   Computer  human  adapted  interac1on  research  group  
  • 16. Mental  models  for  Health  literacy   soware  and  systems   •  Design  based  on  each  user’s  mental  models   –  Q:  Will  this  user  be  able  to  find  the  informa1on  that  is   relevant  to  them  (given  their  mental  model)?   –  Q:  Will  they  understand  that  informa1on  (given  their   mental  model)?   •  Systems  that  help  people     –  Build  awareness  of  their  own  mental  model   –  And  of  alternate  views   –  Be  sa1sfied  with  their  interac1on  experience   chai::   Computer  human  adapted  interac1on  research  group  
  • 17. User  models   And  personalisa1on   chai::   Computer  human  adapted  interac1on  research  group  
  • 18. User  model   •  Computer  systems  “beliefs”  about  the  user   –  eg  User  cannot  read  graphs   –  eg.  User  believes  vaccina1on  is  dangerous   •  Data  about  a  person  …  big  personal  data   •  Drives  personalisa1on   –  Personalisa1on  is  pervasive  in  search  engines  and   web  sites   –  can  be  dangerous  …“filter  bubbles”  …   confirma1on  and  valida1on  of  personal  beliefs   chai::   Computer  human  adapted  interac1on  research  group  
  • 19. Example…  dangerous  filter  bubbles   User  belief:  vaccina1on  is  dangerous   chai::   Computer  human  adapted  interac1on  research  group  
  • 20.
  • 21. But  personalisa1on  is  everywhere   And  does  help  cope  with  complexity   chai::   Computer  human  adapted  interac1on  research  group  
  • 22.
  • 23. Accountable  personalisa1on?   PuLng  users  in  control…     chai::   Computer  human  adapted  interac1on  research  group  
  • 24. User  models,  personal  data,   exploi1ng  digital  footprints….   Open  user/learner  models  (OLMs)     chai::   Computer  human  adapted  interac1on  research  group  
  • 25. Visible  digital  footprints  so  I  can   compare  myself  with  others   chai::   Computer  human  adapted  interac1on  research  group  
  • 26. This user’s footprints Overall population footprints Patina: Dynamic Heatmaps for Visualizing Application Usage (CHI2013) Justin Matejka, Tovi Grossman, and George Fitzmaurice chai::   Computer  human  adapted  interac1on  research  group  
  • 27. MOOCs   SPOCS   Self-­‐paced  simula1ons   Discussion  board   New  online  learning  tools   Platforms that will give excellent foundations for individuals to learn Can  create  many…     Different  strokes  for  different  folks   Community  forma1on   Lots  of  learning  data  so  we  can  learn  to  improve  learning   chai::   Computer  human  adapted  interac1on  research  group  
  • 28. Model of learner Gamification element Kahn Academy, what a student sees after the pre-test
  • 29. Short video + self-test
  • 30. Learning  Analy1cs  and   Educa1onal  Data  Mining   Popula1on  level   Classroom   Teacher   Individual     chai::   Computer  human  adapted  interac1on  research  group  
  • 31. SIV   Lots of green means learner doing well Weak aspects visible as red Overview visualisation chai::   Computer  human  adapted  interac1on  research  group  
  • 33. User  models,  personal  data,   exploi1ng  digital  footprints….   Open  user/learner  models  (OLMs)     chai::   Computer  human  adapted  interac1on  research  group  
  • 34. Technologies  to  help  track  and   discover  personal  “reality”   chai::   Computer  human  adapted  interac1on  research  group  
  • 35. Sensors in our home – like Withings scales
  • 36. Sensors we wear – like Fitbit, Nike FuelBand,....
  • 37. Desktop sensors like slife, RSI-prevention sensors,.......
  • 38. Pervasive  displays  that  help  us   see  “reality”   Lots  of  displays,  some  calmer  than   others   chai::   Computer  human  adapted  interac1on  research  group  
  • 39. Opportunity Ubiquitous Devices: personal, wearable, portable, pervasive.
  • 40. Example:  pill  taking  aid   chai::   Computer  human  adapted  interac1on  research  group  
  • 41. Red glow – time to take medication Ambient displays, with subtle meaning, perhaps known only to the owner
  • 42. Green glow .. All on track
  • 43. Also  has  mobile-­‐phone  reminder   chai::   Computer  human  adapted  interac1on  research  group  
  • 44. The  inac1vity  problem   Too  much  siLng   For  too  long  without  breaks   chai::   Computer  human  adapted  interac1on  research  group  
  • 46. Sharing  data   Peers  to  support  each  other   And  compete   chai::   Computer  human  adapted  interac1on  research  group  
  • 47. The power of peers Reality is relative!!! chai::   Computer  human  adapted  interac1on  research  group  
  • 48. Some  new  ways  to  learn   chai::   Computer  human  adapted  interac1on  research  group  
  • 49. Interactive walls for engaging health education
  • 50.
  • 51. Older  users  too   T. Apted, J. Kay, and A. Quigley. Tabletop sharing of digital photographs for the elderly. In CHI '06: SIGCHI Conf on Human Factors in Computing Systems, pp 781-790, New York, NY, USA, 2006. ACM Press
  • 52. externalisa1on   affec1on   building  on  others   argumenta1on   Collabora1ve  learning   P. Dillenbourg. What  do  you  mean  by  'collabora1ve  learning'? diverse  exper1se   discussion?   Two  hands  are  beZer  than  one   chai::   Computer  human  adapted  interac1on  research  group  
  • 53. chai::   Computer  human  adapted  interac1on  research  group  
  • 54. chai::   Computer  human  adapted  interac1on  research  group  
  • 55. Summary  from  an  HCI-­‐techo   •  User-­‐centred  design   –  Understanding  users’  mental  models   –  Crea1ng  personalised  soware  to  aid   communica1on,  based  on  user  models   –  Exploi1ng  user  models:  OLMs,  gamifica1on   –  Learning  analy1cs  and  data  mining   •  Pervasive  sensing  and  displays   –  Capturing  “reality”   –  New  learning  contexts   chai::   Computer  human  adapted  interac1on  research  group  
  • 56. Acknowledgements   chai::   Computer  human  adapted  interac1on  research  group  
  • 57. Interac1ve  surfaces   Interfaces  to  user  model   Data  mining   Acknowledgements   Soware  infrastructure  user  control,  scrutability   chai::   Computer  human  adapted  interac1on  research  group  
  • 58. Influences…   •  Human-­‐Computer  Interac1on   –  Mental  models   –  User  models   –  Explicit  assump1ons     •  Open  Learner  Models  (OLMs)   •  Technology  for  learning   –  Pervasive  devices  for  lifelong  awareness,  self-­‐ monitoring   –  New  places  to  learn,  embedded  everywhere   –  Personalisa1on,  Learning  Analy1cs,  Data  Mining   chai::   Computer  human  adapted  interac1on  research  group  
  • 59.
  • 60. User  models,  personal  data,   exploi1ng  digital  footprints….   Open  user/learner  models  (OLMs)     chai::   Computer  human  adapted  interac1on  research  group  
  • 61. Learning dashboards: an overview and future research opportunities Katrien Verbert • Sten Govaerts • Erik Duval • Jose Luis Santos • Frans Van Assche • Gonzalo Parra • Joris Klerkx Pers Ubiquit Comput, 2013