hot topic: advanced learning technologies teachnologies? assignment ideas, inspiration
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Hot topic: advanced learning technologies Teachnologies?
Assignment ideas, inspiration

Why Interactive Learning Environments Can Have It All: Resolving Design Conflicts Between Competing Goals
Martina A. Rau Carnegie Mellon Univ. 5000 Forbes Ave Pittsburgh, PA 15213 [email protected]
Vincent Aleven Carnegie Mellon Univ. 5000 Forbes Ave Pittsburgh, PA 15213 [email protected]
Nikol Rummel Ruhr- Univ. Bochum 44780 Bochum, Germany [email protected]
Stacie Rohrbach Carnegie Mellon Univ. 5000 Forbes Ave Pittsburgh, PA 15213 [email protected]



Patina: Dynamic Heatmaps for Visualizing Application Usage
Justin Matejka, Tovi Grossman, and George Fitzmaurice
Autodesk Research, Toronto, Ontario, Canada


• Open user model – selected by user• Can display personal data and “community data”• Logging with accessibility tools• 8 users over one week, 8,742 total click events, activated a
total of 285 times: 92 for the personal over- lay, 130 for the community overlay, and 63 times using the combined data.
• Future will do study of learning potential, add keyboard hook for data collection


Learning about yourself from activity data


Seeing your progress and deciding what to learn next
Case study: HCI course, MedicineKay, Judy, and Bob Kummerfeld. "Lifelong
learner modeling." Adaptive Technologies for Training and Education (2012): 140-164.

SIVLots of green means learner
doing well
Weak aspects visible as red
Overviewvisualisation

Little detail





MOOCs …
• Massive Open Online Courses• SPOKs• Emerging platforms– eg OpenEdX– Coursera
• … Computer Scientists

Kahn Academy, what a student sees after the pre-test
Model of learner
Gamification element

Links to your projects
• Ways to harness data– For learning about health– For assessing use of the learning tool
• Ways to think about learning– knowledge elements– And learning progress eg OLM, badges– Sharing with the user