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                                            i
                                         sk
     The Learning




                                                             t
                                     ow




                                                        e ch
                                    nk




                                                     Br
  Registry: Building a




                                 e




                                                     n
                              Bi




                                                    h
                                                 Jo
                             ie
    Foundation for




                         ar
                         M
  Learning Resource




                                                            al
       Analytics




                                                             n
                                                         tio
                                                     na
                                    o
                               Kl




                                                     er
                             Ji m




                                                   nt
                                                 II
                                                SR
Funding from
  US Dept of Education
    US Dept of Defense
                         Numerous contributions from the
                          Learning Registry Open Source
                            Community. Special thanks to
                              NSDL and Navigation North
Why worry about learning
                resources?




2010-09-27   LAK '12                       2
Stovepiped repositories hold data and
   share through pipes like OAI-PMH

   Metadata grows stale as people refuse to
   update or even add at the outset

   Data exhaust is wasted: it’s not powering
   anything

   Learning resources languish “on the shelf”

   Data is locked in and locked down
2010-09-27   LAK '12                           3
Stovepiped repositories hold data
      and share via pipes...

      Vs.

      Data is shared in the open for
      aggregation, amplification,
      analysis…


2010-09-27   LAK '12                      4
Metadata grows stale as people
      refuse to update or even add at the
      outset (“We can’t plan on good
      metadata.”)

      Vs.

      Enrich the data with social usage
      data (paradata) to add nuance to
      metadata

2010-09-27   LAK '12                        5
Data exhaust is wasted−it’s not
    powering anything


    Vs.


    Data exhaust is collected to power
    the social life of learning
    resources

2010-09-27   LAK '12                     6
Learning resources languish on
      the shelf


      Vs.


      Resources live in a rich
      ecosystem


2010-09-27   LAK '12                   7
Data is locked in and locked down


      Vs.


      Democratization/Liberation of
      data

2010-09-27   LAK '12                      8
Data is shared in the open for
  aggregation, amplification, analysis…

    Learning Registry is a distributed
    system that permits sharing of metadata
    about learning resources
    …developed through an open community
    process that engages learning resource
    creators, publishers, curators, and
    consumers.




2010-09-27   LAK '12                          9
Learning Registry is a store-
             and-forward data exchange
             network—not a destination
             website, search engine, or
             repository—upon which diverse
             user services can be built.


                    Enrich learning resource data with
                    paradata to add nuance to metadata…

2010-09-27       LAK '12                                  10
2010-09-27   LAK '12   11
Annotational Paradata                                Kinematic Paradata                         Pedagogical Paradata
                                                                                                                      12
        Refines descriptive                       Illustrates diffusion through                Refines educational context
             metadata                                      user actions                                 and utility

Tagged (as…)                                      Clicked                                      User demographics aggregated
frequency by tag                                  accessed, # of hits, …                       by paradata contributor

Recommended / Included in                         Viewed                                       Embedded (in…)
                                                  watched, interacted with, …
Group Collection
# of times
                                                                                               Correlated / Aligned (to…)
                                                  Downloaded                                   to standard, to grade level, to curriculum
Commented / Discussed                             saved a local copy
# of times – content of comments/discussions
handled as annotations
                                                  Favorited / Included in                      Modified
                                                                                               reused, created derivative work, added to,
                                                  Personal Collection                          contextualized, personalized, enhanced,
Rated                                             foldered, listed, bookmarked, favorited,     combined
avg rating by community, star rating, usability   playlisted
rating, …                                                                                      =====================
                                                                                               -implemented (in context…)
                                                  Shared to Social Media
Voted                                             frequency by platform (Facebook, Twitter…)   -republished (as…)
up/down, liked/disliked, …
                                                  =====================                        -researched
==================                                -subscribed                                  -saved/shared searches
-related to other resources                       -linked to
-cited                                            -featured
-awarded
-ranked
                                                             Data exhaust is collected to power
LAK '12
                                                             the social life of learning resources
Resources live in a rich ecosystem




   2010-09-27   LAK '12              13
+             Liberate the data…




2010-09-27       LAK '12                  14
+




                           Liberate the data…
2010-09-27       LAK '12                        15
Many learning resource systems
    can be connected into the Learning
    Registry network through publish
    and consume APIs

             Learning Object Repositories,
             Teacher Portals, Search tools,
             Learning Management Systems,
             and Instructional Improvement
             Systems.


2010-09-27      LAK '12                       16
Currently the Learning Registry
               mainly contains metadata, published
             + from a number of collaborators, about
               resource classification and usage data.

                 SHOW JIMS MAPPING HERE




2010-09-27     LAK '12                               17
Built on CouchDB document distribution
   system: easy to set up new nodes and
   replicate

   Metadata agnostic: uses JSON key-value
   pairs to encapsulate metadata in any
   schema

   Social usage data modeled on NSDL
   Com_para and activity streams

   Uses URL to identify resources; submitter
   identity verified by digital signature
2010-09-27   LAK '12                           18
Relationship Mining: surface relationships
  between people based on their attention to
  resources. What institutions, portals, or groups
  of users have shared/curated the same
  resource?

  User experience: ratings indicate satisfaction
  and so provide feedback to developers.

  User profiling: what types of actors use which
  resources?

  Trends in attention to different resources could
  be computed using social metadata date ranges.
2010-09-27   LAK '12                                 19
Recommendations by clustering users or by
  building a social network graph and then
  recommending resources among a cluster or
  network.

  Feedback to developers about the utility of their
  resources, about who adapts them and how, and
  could eventually cause “widespread sharing” of
  learning resources to learners at the appropriate
  time.



2010-09-27   LAK '12                              20
+
Learning Registry
                                   Ac
                                      kn
    www.learningregistry.org              ow
                                             l   ed
                                                   ge
                                                      m
                                                       en
                                                         ts
       Many slides courtesy of:
            Steve Midgley
           Office of Ed Tech
      US Department of Education
                   &                        &
          Daniel R Rehak, PhD        Susan Van Gundy
        ADL Technical Advisor      Formerly UCAR/NSDL
        Department of Defense

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Learning Registry: Building a Foundation for Learning Resource Analytics

  • 1. + i sk The Learning t ow e ch nk Br Registry: Building a e n Bi h Jo ie Foundation for ar M Learning Resource al Analytics n tio na o Kl er Ji m nt II SR Funding from US Dept of Education US Dept of Defense Numerous contributions from the Learning Registry Open Source Community. Special thanks to NSDL and Navigation North
  • 2. Why worry about learning resources? 2010-09-27 LAK '12 2
  • 3. Stovepiped repositories hold data and share through pipes like OAI-PMH Metadata grows stale as people refuse to update or even add at the outset Data exhaust is wasted: it’s not powering anything Learning resources languish “on the shelf” Data is locked in and locked down 2010-09-27 LAK '12 3
  • 4. Stovepiped repositories hold data and share via pipes... Vs. Data is shared in the open for aggregation, amplification, analysis… 2010-09-27 LAK '12 4
  • 5. Metadata grows stale as people refuse to update or even add at the outset (“We can’t plan on good metadata.”) Vs. Enrich the data with social usage data (paradata) to add nuance to metadata 2010-09-27 LAK '12 5
  • 6. Data exhaust is wasted−it’s not powering anything Vs. Data exhaust is collected to power the social life of learning resources 2010-09-27 LAK '12 6
  • 7. Learning resources languish on the shelf Vs. Resources live in a rich ecosystem 2010-09-27 LAK '12 7
  • 8. Data is locked in and locked down Vs. Democratization/Liberation of data 2010-09-27 LAK '12 8
  • 9. Data is shared in the open for aggregation, amplification, analysis… Learning Registry is a distributed system that permits sharing of metadata about learning resources …developed through an open community process that engages learning resource creators, publishers, curators, and consumers. 2010-09-27 LAK '12 9
  • 10. Learning Registry is a store- and-forward data exchange network—not a destination website, search engine, or repository—upon which diverse user services can be built. Enrich learning resource data with paradata to add nuance to metadata… 2010-09-27 LAK '12 10
  • 11. 2010-09-27 LAK '12 11
  • 12. Annotational Paradata Kinematic Paradata Pedagogical Paradata 12 Refines descriptive Illustrates diffusion through Refines educational context metadata user actions and utility Tagged (as…) Clicked User demographics aggregated frequency by tag accessed, # of hits, … by paradata contributor Recommended / Included in Viewed Embedded (in…) watched, interacted with, … Group Collection # of times Correlated / Aligned (to…) Downloaded to standard, to grade level, to curriculum Commented / Discussed saved a local copy # of times – content of comments/discussions handled as annotations Favorited / Included in Modified reused, created derivative work, added to, Personal Collection contextualized, personalized, enhanced, Rated foldered, listed, bookmarked, favorited, combined avg rating by community, star rating, usability playlisted rating, … ===================== -implemented (in context…) Shared to Social Media Voted frequency by platform (Facebook, Twitter…) -republished (as…) up/down, liked/disliked, … ===================== -researched ================== -subscribed -saved/shared searches -related to other resources -linked to -cited -featured -awarded -ranked Data exhaust is collected to power LAK '12 the social life of learning resources
  • 13. Resources live in a rich ecosystem 2010-09-27 LAK '12 13
  • 14. + Liberate the data… 2010-09-27 LAK '12 14
  • 15. + Liberate the data… 2010-09-27 LAK '12 15
  • 16. Many learning resource systems can be connected into the Learning Registry network through publish and consume APIs Learning Object Repositories, Teacher Portals, Search tools, Learning Management Systems, and Instructional Improvement Systems. 2010-09-27 LAK '12 16
  • 17. Currently the Learning Registry mainly contains metadata, published + from a number of collaborators, about resource classification and usage data. SHOW JIMS MAPPING HERE 2010-09-27 LAK '12 17
  • 18. Built on CouchDB document distribution system: easy to set up new nodes and replicate Metadata agnostic: uses JSON key-value pairs to encapsulate metadata in any schema Social usage data modeled on NSDL Com_para and activity streams Uses URL to identify resources; submitter identity verified by digital signature 2010-09-27 LAK '12 18
  • 19. Relationship Mining: surface relationships between people based on their attention to resources. What institutions, portals, or groups of users have shared/curated the same resource? User experience: ratings indicate satisfaction and so provide feedback to developers. User profiling: what types of actors use which resources? Trends in attention to different resources could be computed using social metadata date ranges. 2010-09-27 LAK '12 19
  • 20. Recommendations by clustering users or by building a social network graph and then recommending resources among a cluster or network. Feedback to developers about the utility of their resources, about who adapts them and how, and could eventually cause “widespread sharing” of learning resources to learners at the appropriate time. 2010-09-27 LAK '12 20
  • 21. + Learning Registry Ac kn www.learningregistry.org ow l ed ge m en ts Many slides courtesy of: Steve Midgley Office of Ed Tech US Department of Education & & Daniel R Rehak, PhD Susan Van Gundy ADL Technical Advisor Formerly UCAR/NSDL Department of Defense