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Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben Betts
xAPI, logs and three simple steps to
predicting the future…
Yea, right!
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Only 13% of companies track training
programs ROI beyond participant feedback
Building Capabilities for Performance, McKinsey & Company Survey (2015)
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Installation is pretty easy…
Step 1: Put the kettle on
Step 2: Make a nice cup of tea
Step 3: Visit Lrnloc.kr/install
Ben BettsxAPI, logs and three simple steps to predicting the future…
Meet Open Source Learning Locker…
Aggregate Automate Analyse
Ben BettsxAPI, logs and three simple steps to predicting the future…
Top Three Features… Multi-tenant, Multi-store (Aggregate)
Ben BettsxAPI, logs and three simple steps to predicting the future…
Top Three Features… WebHooks & Journeys (Automate)
Ben BettsxAPI, logs and three simple steps to predicting the future…
Top Three Features… Custom Dashboards (Analyse)
Ben BettsxAPI, logs and three simple steps to predicting the future…
Reporting is most often reactive
To really make a difference we need to
become more proactive
Ben BettsxAPI, logs and three simple steps to predicting the future…
How can we become more proactive?
Ben BettsxAPI, logs and three simple steps to predicting the future…
First Step is to Start Connecting our Systems
Ben BettsxAPI, logs and three simple steps to predicting the future…
Connecting Data
(We use a standard way of working with data, called xAPI)
Ben BettsxAPI, logs and three simple steps to predicting the future…
Most eco-systems have evolved in an ad-hoc manner
Ben BettsxAPI, logs and three simple steps to predicting the future…
We can bring consistency and interoperability to the approach
Ben BettsxAPI, logs and three simple steps to predicting the future…
Connecting Data
(Using a standard way of working with data, called xAPI)
Ben BettsxAPI, logs and three simple steps to predicting the future…
AUTHORPresentation
Ben BettsxAPI, logs and three simple steps to predicting the future…
(informed by literature, research and your gut)
Learning Analytics
Ben BettsxAPI, logs and three simple steps to predicting the future…
Just waiting to see patterns rarely yields
results; you have to pose questions…
Ben BettsxAPI, logs and three simple steps to predicting the future…
For example…
Should we draft more left-handed hitters?
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
AUTHORPresentation
Question:
Should we draft more left-handed hitters?
Answer:
On this evidence, no, but do make sure Upton is up
in the seventh…
AUTHORPresentation
Students in different countries exhibit
different behaviours when learning online
AUTHORPresentation
Sharing data in real-time with students
AUTHORPresentation
Instructors Dashboard – An aggregate of all students
AUTHORPresentation
Most Interesting Findings… (in my opinion)
Time on a single task is not
an indicator of success…
in fact the opposite is true
But overall activity is
correlated with success
More successful students
prepare in advance
And the hypothesis is
disproven… students are
similar throughout Europe
Ben BettsxAPI, logs and three simple steps to predicting the future…
“Did our MOOC get participants to try new
behaviours?”
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
(be informed by literature, research and your gut)
Learning Analytics
Ben BettsxAPI, logs and three simple steps to predicting the future…
AUTHORPresentation
Ben BettsxAPI, logs and three simple steps to predicting the future…
Final step:
Predict the Future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
AUTHORPresentation
Non-continuation costs UK universities in excess
of £300m* in lost tuition fees, each year
*Estimated from HESA non-continuation data (2015)
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Starting to really scale…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Ben BettsxAPI, logs and three simple steps to predicting the future…
Prediction changes everything…
Ben BettsxAPI, logs and three simple steps to predicting the future…
You wouldn’t measure compliance training
completions
You would predict risk
Ben BettsxAPI, logs and three simple steps to predicting the future…
You wouldn’t measure staff satisfaction
You would predict whether someone will stay
or leave
Ben BettsxAPI, logs and three simple steps to predicting the future…
You wouldn’t do a training needs analysis
You would anticipate demand
Ben BettsxAPI, logs and three simple steps to predicting the future…
You can email me at ben@ht2labs.com
Or Tweet me @bbetts
Ben Betts
Thank you for your time!

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xAPI, Logs and 3 Simple Steps to Predicting the Future…

  • 1. Ben BettsxAPI, logs and three simple steps to predicting the future… Ben Betts xAPI, logs and three simple steps to predicting the future… Yea, right!
  • 2. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 3. Ben BettsxAPI, logs and three simple steps to predicting the future… Only 13% of companies track training programs ROI beyond participant feedback Building Capabilities for Performance, McKinsey & Company Survey (2015)
  • 4. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 5. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 6. Ben BettsxAPI, logs and three simple steps to predicting the future… Installation is pretty easy… Step 1: Put the kettle on Step 2: Make a nice cup of tea Step 3: Visit Lrnloc.kr/install
  • 7. Ben BettsxAPI, logs and three simple steps to predicting the future… Meet Open Source Learning Locker… Aggregate Automate Analyse
  • 8. Ben BettsxAPI, logs and three simple steps to predicting the future… Top Three Features… Multi-tenant, Multi-store (Aggregate)
  • 9. Ben BettsxAPI, logs and three simple steps to predicting the future… Top Three Features… WebHooks & Journeys (Automate)
  • 10. Ben BettsxAPI, logs and three simple steps to predicting the future… Top Three Features… Custom Dashboards (Analyse)
  • 11. Ben BettsxAPI, logs and three simple steps to predicting the future… Reporting is most often reactive To really make a difference we need to become more proactive
  • 12. Ben BettsxAPI, logs and three simple steps to predicting the future… How can we become more proactive?
  • 13. Ben BettsxAPI, logs and three simple steps to predicting the future… First Step is to Start Connecting our Systems
  • 14. Ben BettsxAPI, logs and three simple steps to predicting the future… Connecting Data (We use a standard way of working with data, called xAPI)
  • 15. Ben BettsxAPI, logs and three simple steps to predicting the future… Most eco-systems have evolved in an ad-hoc manner
  • 16. Ben BettsxAPI, logs and three simple steps to predicting the future… We can bring consistency and interoperability to the approach
  • 17. Ben BettsxAPI, logs and three simple steps to predicting the future… Connecting Data (Using a standard way of working with data, called xAPI)
  • 18. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 20. Ben BettsxAPI, logs and three simple steps to predicting the future… (informed by literature, research and your gut) Learning Analytics
  • 21. Ben BettsxAPI, logs and three simple steps to predicting the future… Just waiting to see patterns rarely yields results; you have to pose questions…
  • 22. Ben BettsxAPI, logs and three simple steps to predicting the future… For example… Should we draft more left-handed hitters?
  • 23. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 24. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 25. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 26. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 27. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 28. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 29. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 30. AUTHORPresentation Question: Should we draft more left-handed hitters? Answer: On this evidence, no, but do make sure Upton is up in the seventh…
  • 31. AUTHORPresentation Students in different countries exhibit different behaviours when learning online
  • 32. AUTHORPresentation Sharing data in real-time with students
  • 33. AUTHORPresentation Instructors Dashboard – An aggregate of all students
  • 34. AUTHORPresentation Most Interesting Findings… (in my opinion) Time on a single task is not an indicator of success… in fact the opposite is true But overall activity is correlated with success More successful students prepare in advance And the hypothesis is disproven… students are similar throughout Europe
  • 35. Ben BettsxAPI, logs and three simple steps to predicting the future… “Did our MOOC get participants to try new behaviours?”
  • 36. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 37. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 38. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 39. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 40. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 41. Ben BettsxAPI, logs and three simple steps to predicting the future… (be informed by literature, research and your gut) Learning Analytics
  • 42. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 44. Ben BettsxAPI, logs and three simple steps to predicting the future… Final step: Predict the Future…
  • 45. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 46. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 47. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 48. AUTHORPresentation Non-continuation costs UK universities in excess of £300m* in lost tuition fees, each year *Estimated from HESA non-continuation data (2015)
  • 49. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 50. Ben BettsxAPI, logs and three simple steps to predicting the future… Starting to really scale…
  • 51. Ben BettsxAPI, logs and three simple steps to predicting the future…
  • 52. Ben BettsxAPI, logs and three simple steps to predicting the future… Prediction changes everything…
  • 53. Ben BettsxAPI, logs and three simple steps to predicting the future… You wouldn’t measure compliance training completions You would predict risk
  • 54. Ben BettsxAPI, logs and three simple steps to predicting the future… You wouldn’t measure staff satisfaction You would predict whether someone will stay or leave
  • 55. Ben BettsxAPI, logs and three simple steps to predicting the future… You wouldn’t do a training needs analysis You would anticipate demand
  • 56. Ben BettsxAPI, logs and three simple steps to predicting the future… You can email me at ben@ht2labs.com Or Tweet me @bbetts Ben Betts Thank you for your time!

Notes de l'éditeur

  1. Learning Record Store
  2. Learning Record Store
  3. Learning Record Store
  4. Learning Record Store
  5. Learning Record Store
  6. Learning Record Store
  7. Learning Record Store
  8. Learning Record Store
  9. 3 steps to making learning more measurable….
  10. Dive into the function of an LRS…
  11. Learning Record Store
  12. Learning Record Store
  13. Dive into the function of an LRS…
  14. Dive into the function of an LRS…
  15. Just waiting to see the patterns data shows… is unlikely to yield productive responses
  16. Just waiting to see the patterns data shows… is unlikely to yield productive responses
  17. Just waiting to see the patterns data shows… is unlikely to yield productive responses
  18. Establish a clear image of how higher education students in different European countries learn online by making explorative use of learning analytics (pedagogic approach as opposed to more academic analytics approaches).
  19. You can design social But open to exploration and discussion Connecting people & ideas
  20. You can design social But open to exploration and discussion Connecting people & ideas
  21. Learning Record Store
  22. Just waiting to see the patterns data shows… is unlikely to yield productive responses
  23. You can design social But open to exploration and discussion Connecting people & ideas
  24. You can design social But open to exploration and discussion Connecting people & ideas
  25. You can design social But open to exploration and discussion Connecting people & ideas
  26. You can design social But open to exploration and discussion Connecting people & ideas
  27. Dive into the function of an LRS…
  28. Dive into the function of an LRS…
  29. Front page
  30. You can design social But open to exploration and discussion Connecting people & ideas
  31. You can design social But open to exploration and discussion Connecting people & ideas
  32. You can design social But open to exploration and discussion Connecting people & ideas
  33. You can design social But open to exploration and discussion Connecting people & ideas
  34. Jisc case study…