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Bibblio - ASU GSV 2017

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Slides from Bibblio's presentation at the 2017 ASU GSV Edtech conference in Salt Lake City about the Attention Economy and recommender systems for learning and knowledge discovery.

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Bibblio - ASU GSV 2017

  1. 1. Recommended for you Related Recent Liked Recommendations you can trust
  2. 2. “ ” THE WAR FOR ATTENTION Information consumes the attention of its recipients. Hence a wealth of information creates a poverty of attention. Herbert Simon, 1971
  3. 3. +10,000,000,000 hours a week
  4. 4. IT EVEN COMPETES WITH SLEEP
  5. 5. Algorithms decide for us
  6. 6. +80% of time spent comes from algorithmic recommendations
  7. 7. We think the combined effects of personalisation and recommendations earn us more than $1bn per year “ ” RECOMMENDATION SHOWS ON THE BOTTOM LINE
  8. 8. WHAT IS A GOOD RECOMMENDER SYSTEM FOR LEARNING?
  9. 9. RELATED COURSES FOR BETTER DISCOVERABILITY
  10. 10. CONTENT BEHAVIOUR USER METADATA INSIGHTS TOPIC MODELLING SESSION PATTERNS LEARNING PATHWAYS CONTENT POPULARITY GOALS DEMOGRAPHICS TRIBES INTERESTS THE INGREDIENTS OF GOOD RECOMMENDATION
  11. 11. REINVENTING RECOMMENDATIONS Approach EXPLOITATION EXPLORATION Ranking Popularity Trust Focus Previous actions Future actions User interface Black Box Transparent User experience Fixed Flexible Feedback Behaviors Values Goal Engagement Outcomes
  12. 12. MORE USERS SMARTER ALGORITHMS MORE DATABETTER PRODUCT MACHINE LEARNING OPTIMISES YOUR PLATFORM BASED ON USER ACTIVITY
  13. 13. HOW THE QUALITY HAS DEVELOPED USER SCORE (MAX 100%) 73.2% 60.4% 52.2% APRIL 2017NOVEMBER 2016APRIL 2016 Qualitative survey on a control set of 2500 items
  14. 14. PUSH CONTENT GET GOINGCONTENT IS UNDERSTOOD PICK A MODULE RECOMMENDATION AS A SERVICE
  15. 15. RECOMMENDED NEXT STEPS Sign up now Check out the FAQs Read the Developer DocumentationGet started with Bibblio

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