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Week 6 Video 5 Visualization Other Awesome EDM Visualizations Other Awesome EDM Visualizations Not an exhaustive list For obvious reasons Learnograms A graph that shows the change in one learning- related variable over time Concept


  1. Week 6 Video 5 Visualization Other Awesome EDM Visualizations

  2. Other Awesome EDM Visualizations ¨ Not an exhaustive list ¨ For obvious reasons

  3. Learnograms ¨ A graph that shows the change in one learning- related variable over time ¨ Concept and key examples from Arnon Hershkovitz

  4. Learnogram ¨ (Schoenfeld, 1992)

  5. Learnogram ¨ (Hershkovitz & Nachmias, 2009)

  6. Collaborative Learning Learnogram ¨ (Martinez, Kay, & Yacef, 2011) Student concept Propositions matching goal concept

  7. Activity Radar ¨ (Kay, Maisonneuve, Yacef, & Reimann, 2006)

  8. Gaze Plot ¨ (Das, McEwan, & Douglas, 2008)

  9. Spatial Usage Maps ¨ (Borner & Penumarthy, 2003)

  10. Lots of visualizations ¨ Goal: get information in a meaningful and quickly perceptible way to an analyst, learner, or instructor (or other stakeholder) ¨ Coolness will impress people ¤ But the main question is – is it useful? ¤ Useful to think about Tufte’s principles from first lecture

  11. Next week ¨ Clustering and Factor Analysis

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