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WHERE EDUCATION AND THE
SEMANTIC WEB MEET


New ways Of Structuring And Presenting
Educational Information
Online Educa 2011 – Berlin – December 1, 2011
Jacob Molenaar
Introduction
• Jacob Molenaar
• NL based independent consultant in educational
  technology and educational publishing
• Professional background in educational publishing
• Trained in Dutch Language & Literature


• The Dutch Ministry of Education Project ELS,
  An Associative Curriculum Browser for Language And Math
• By Freudenthal Instituut, Expertisecentrum
  Nederlands, Kennisnet and SLO
• Based on RDF and SPARQL
Topics / Themes
• Educational Information
• Semantic Web
• Our Project Els: using semantic web technologies for
  structuring and representing educational information
• Business case of the Semantic Web for Education
• Conclusions
Educational Information
All information that is generated in the process of
designing, planning and delivering (formal) education to learners:

• Formal curriculum
   • Rationale of this curriculum
• Additional achievement standards
   • Rationale of these standards
• Body of Knowledge (concepts, terms, theories, etc.)
• Educational Designs:
   • Learning Trajectories
   • Textbook structures
• „Lore of teaching‟ (didactics, pedagogy)
• Learning object metadata
• Learner Data (profiles, tracking & tracing)
A Lot Of Information!
Educational Information
• Comes from many sources
• Is produced by different experts using different idioms
• Is structured in different ways
• Is difficult to find and access
• Is „narrative‟ (complex and often verbose)
• Has a lot of implicit semantics


Navigating this „sea of information‟ is very hard for a teacher, a
curriculum designer, a textbook writer, etc.

Is this perhaps why in practice educational resources and repositories
are so scarcely or superficially used only and why we must fear that
efforts to compile these resources are so easily wasted?

Can the Semantic Web help to overcome these difficulties?
Semantic Web → Linked Data
http://linkeddata.org:

  “Linked Data is about using the Web to connect related data that
  wasn't previously linked, or using the Web to lower the barriers to
  linking data currently linked using other methods.
  More specifically, Wikipedia defines Linked Data as "a term used to
  describe a recommended best practice for exposing, sharing, and
  connecting pieces of data, information and knowledge on the
  Semantic Web using RDF and UPI‟s.”


Can the concept of Linked Data help to overcome the
difficulties with Educational Information?
Our Project: ELS
• ELS = Educational LinkedScape
• Commissioned by the Dutch Ministry of
  Education, Directie Leraren
• As part of the implementation of the new (2010) National
  Achievement Standards for Language and Math Skills
  (Referentiekader Taal en Rekenen)
• Project Partners:
  • Freudenthal Instituut (Math)
  • Expertisecentrum Nederlands (Language)
  • Kennisnet (Semantic Web technology)
  • SLO (Reviews and testing)
• Prototype created by
All about Els…
Project Stages
1. Selection, analysis and modelling of the information
   domains/sources
2. Development of the semantic logic („reasoning‟)
   necessary for navigating the semantic web created in
   Stage 1
3. Design and construction of a working prototype
4. Review of prototype and end user tests.
MODELLING THE
INFORMATION DOMAINS
The First Step
Requirements
1. Make you information machine-readable: using RDF
2. Make your information machine-findable: using UPI‟s


Resulting in:

3. Make your information „reasonable‟: using SPARQL


                The result is: Linked Data.
Create Linked Data: Three Steps




  Atomize           Relateren




      1
Create Linked Data: Three Steps




  Atomize   Describe




      1         2
Create Linked Data: Three Steps




  Atomize   Describe   Relate




      1         2          3
Example
                     Curriculum:
                    Learning Goal




          Atomize
Skill:
                           Curriculum:
   Doing
                          Learning Goal
substractions




                Atomize
Skill:
                            Curriculum:
   Doing
                           Learning Goal
substractions




                Describe
Skill:      Necessary for→    Curriculum:
   Doing
                 ← Demands       Learning Goal
substractions




                Relate
Skill:      Necessary for→    Curriculum:
   Doing
                 ← Demands       Learning Goal
substractions




                Relate
Skill        Necessary for→    Curriculum:
   Doing
                  ← Demands       Learning Goal
substractions




                Atomize,
                Describe


  Learning
   Object
Skill           Necessary for→    Curriculum:
   Doing
                     ← Demands       Learning Goal
substractions
   ← Learned with
    Leads to →




                    Relate



  Learning
   Object
Skill           Requisite for→    Curriculum:
   Doing
                     ← Demands       Learning Goal
substractions
   ← Learned with
    Leads to →




                      Inference (Reasoning):
  Learning
   Object
                        “New knowledge”
The Semantic Domain of Els
• Not just Curriculum Information and Learning Objects
• But four interconnected semantic domains:


  1.   National Learning Goals / Achievement Standards For Math and
       Language Skills
  2.   Learning Design / Learning Trajectories
  3.   Body Of Knowledge
  4.   Learning Object Metadata
Achievement Standards /                                                 Learning Design /
    Learning Goals                                                     Learning Trajectories

                                                       → is acquired with
              Skill                                                             Learning
                                                         helps to acquire ←     Trajectory




                                                                                              wordt uitgevoerd met ←
                             requires knowledge of ←
        → is necessary for




                                                                                  → past in
                                                       → is acquired with       Learning
       Concept
                                                       helps to acquire ←        Object



 Body Of Knowledge                                                          Learning Materials
Achievement Standards /      Learning Design /
      Learning Goals           Trajectories

         Calculating
                                             Discount
         Quantative
          Relations
                                              Context
                               Calculating
    Skill from the National    Percentages
Language and Math Curriculum
                                       Learning Trajectory




           „Strip‟                    Exercise


           Tool                     Learning Object
    Body Of Knowledge            Learning Materials
Domein Formele kaders                                                                 Domein Referentieleerlijnen
                                                                                                                             Voorbeeld
                                                                       Kerndoel
            Kenmerken van de taakuitvoering                                                                                               Tussendoel
                        (Taal)                                         (leerdoel)                                         Kernopgave
                                                                                                                                           (leerdoel)
Tekstkenmerken
     (Taal)
                                  Referentiekader Taal en Rekenen                                        Titel
                                         Taak / Vaardigheid                                                                                          Op voorbeeld/kernopgave
                                             (leerdoel)                                                                                              na verder aan elkaar gelijk
                Nadere specificatie                                                           Korte omschrijving                                     qua mogelijke associaties
                                                          Functioneel gebruiken
                   per niveau                                                                                         Referentie-
                                                                                                                       leerlijn                                 Groep / klas
                                      Superdomein                                                                                              Einddoel
                                                           Nadere specificatie           Beschrijving                                          (leerdoel)
     Niveauaanduiding                                         (Rekenen)                                                                                       Vak
                                                                                                        Ratio                   Beschrijving
                                       Domein
                                                                        Paraat hebben
                                                                                                                    Begin                                Maatschappelijke context
                                                      Weten waarom
                                                                                                                 Groep / klas
                                 Subdomein                                                                                             Vaardigheid
Algemene omschrijving
                                                                                                                                                      Schoolse context



Maatschappelijke context                   Groep / klas
                                                       Omschrijving                                                                                            Titel
                        Schoolse context

                                                                                                                 Soort leermateriaal
                                            Subject                          Voorbeeld
                        Omschrijving         (vak)
                                                          Hulpmiddel                                                                                         Beschrijving
Voorbeeld
                                                                                                                                       Leerobject
             Concept
                                                                         titel
   Titel

                            Oplossingswijze                                                                                                                   Vak
                                                                                                                          Ontwikkelaar
                                                    Didactische aanwijzing

            Titel
                     Domein Vakkennis                                                                      Domein Lesmateriaal
                                                                        Omschrijving
                             Voorbeeld                  Omschrijving
CREATING A SEMANTIC
BROWSER
The Second Step
Learning                              Learning
    Trajectory                            Objects



Body Of Knowledge                  Body Of Knowledge

                    ELS: Subject and
                        Context

                                        Body Of
    Curriculum                         Knowledge



Body Of Knowledge                  Learning Trajectories
Designing The Prototype
 A user friendly interface to access the semantic domain of Els    CSS, HTML




                      Logic (Reasoning)                            SPARQL, Java




  RDF file containing all the triples describing the Curriculum,   Triple Store
Learning Trajectories, Body Of Knowledge and Learning Objects
Online prototype
Online prototype


               Enter
            Search Term
Domein Formele kaders                                                                 Domein Referentieleerlijnen
                                                                                                                             Voorbeeld
                                                                       Kerndoel
            Kenmerken van de taakuitvoering                                                                                               Tussendoel
                        (Taal)                                         (leerdoel)                                         Kernopgave
                                                                                                                                           (leerdoel)
Tekstkenmerken
     (Taal)
                                  Referentiekader Taal en Rekenen                                        Titel
                                         Taak / Vaardigheid                                                                                          Op voorbeeld/kernopgave
                                             (leerdoel)                                                                                              na verder aan elkaar gelijk
                Nadere specificatie                                                           Korte omschrijving                                     qua mogelijke associaties
                                                          Functioneel gebruiken
                   per niveau                                                                                         Referentie-
                                                                                                                       leerlijn                                 Groep / klas
                                      Superdomein                                                                                              Einddoel
                                                           Nadere specificatie           Beschrijving                                          (leerdoel)
     Niveauaanduiding                                         (Rekenen)                                                                                       Vak
                                                                                                        Ratio                   Beschrijving
                                       Domein
                                                                        Paraat hebben
                                                                                                                    Begin                                Maatschappelijke context
                                                      Weten waarom
                                                                                                                 Groep / klas
                                 Subdomein                                                                                             Vaardigheid
Algemene omschrijving
                                                                                                                                                      Schoolse context



Maatschappelijke context                   Groep / klas
                                                       Omschrijving                                                                                            Titel
                        Schoolse context

                                                                                                                 Soort leermateriaal
                                            Subject                          Voorbeeld
                        Omschrijving         (vak)
                                                          Hulpmiddel                                                                                         Beschrijving
Voorbeeld
                                                                                                                                       Leerobject
             Concept
                                                                         titel
   Titel

                            Oplossingswijze                                                                                                                   Vak
                                                                                                                          Ontwikkelaar
                                                    Didactische aanwijzing

            Titel
                     Domein Vakkennis                                                                      Domein Lesmateriaal
                                                                        Omschrijving
                             Voorbeeld                  Omschrijving
Learning
               Curriculum
Trajectories
               Information




  Body Of
Knowledge      Learning
               Objects
Achievement Standards                                                  Learning Trajectories



                                                       → is acquired with
              Skill                                                             Learning
                                                         helps to acquire ←     Trajectory




                             requires knowledge of ←




                                                                                              wordt uitgevoerd met ←
        → is necessary for




                                                                                  → past in
                                                       → is acquired with       Learning
       Concept
                                                       helps to acquire ←        Object



 Body Of Knowledge                                                          Learning Materials
Select
Learning
Trajectory
Associated
          information
Subject   from other
          domains
Achievement Standards                                                  Learning Trajectories



                                                                 → is acquired with
                        Skill                                                             Learning
                                                                   helps to acquire ←     Trajectory




                                       requires knowledge of ←




                                                                                                        wordt uitgevoerd met ←
                  → is necessary for
                                                                                                                                 Associated
                                                                                                                                 information




                                                                                            → past in
Subject                                                                                                                          from other
                                                                                                                                 domains



                                                                 → is acquired with       Learning
                 Concept
                                                                 helps to acquire ←        Object



           Body Of Knowledge                                                          Learning Materials
Select
Learning
 Object
Subject

          Associated
          information
          from other
          domains
Achievement Standards                                                  Learning Trajectories



                                                       → is acquired with
              Skill                                                             Learning
                                                         helps to acquire ←     Trajectory

      Subject

                             requires knowledge of ←




                                                                                              wordt uitgevoerd met ←
        → is necessary for


                                                                                                                       Associated




                                                                                  → past in
                                                                                                                       information
                                                                                                                       from other
                                                                                                                       domains


                                                       → is acquired with       Learning
       Concept
                                                       helps to acquire ←        Object



 Body Of Knowledge                                                          Learning Materials
EVALUATING THE
PROTOTYPE
The Third Step
Panel Test Outcomes
• The use case of the semantic browser is acknowledged
  by both teachers and experts
• Integrated access to associated information domains is
  valued (though teachers prefer learning objects and tend
  to ignore other information!)
• The information delivered through the semantic browser is
  appreciated
• User interface is hardly understood
CREATING THE SECOND
PROTOTYPE
The Fourth Step
Curriculum
                   Information
       Learning
    Trajectories




  Body Of                        Learning
Knowledge                        Objects
Achievement Standards                                                     Learning Trajectories
                                                                                          Curriculum
                                                                                          Information
       Learning                                                         → is acquired with
    Trajectories               Skill                                                             Learning
                                                                          helps to acquire ←     Trajectory

                        Subject

                                              requires knowledge of ←




                                                                                                               wordt uitgevoerd met ←
                         → is necessary for




                                                                                                   → past in
  Body Of                                                                                                                               Learning
Knowledge                                                                                                                               Objects


                                                                        → is acquired with       Learning
                        Concept
                                                                        helps to acquire ←        Object



                   Body Of Knowledge                                                         Learning Materials
Associated
          information
          from other
          domains




Subject
USE CASE OF LINKED
DATA
Why should Education invest in the Semantic Web?
How does a semantic network grow?
          Curriculum Information

                       Learn-
                        Kern-
                        ing
                         Kern-
                         doel
                        Goal
                          doel



            Specif-
             Tussen              Sub-
              Tussen                Vak-
                                     Vak-
            ication
              -doel               ject
               -doel             inhoud
                                   inhoud




          The national curriculum is
          published as Linked Data
How does a semantic network grow?
                          Curriculum Information

 National Achievement                  Learn-
                                        Kern-
                                        ing
                                         Kern-
Standards for Math and                   doel
                                        Goal
                                          doel
    Lanuage Skills

                            Specif-
                             Tussen              Sub-
        Vaardi                Tussen                Vak-
                                                     Vak-
                            ication
                              -doel               ject
        Vaardi
        g-heid                 -doel             inhoud
                                                   inhoud
        g-heid
         Skill




   The Achievement        The national curriculum is
Standards are published   published as Linked Data
    as Linked Data
How does a semantic network grow?
                                Curriculum Information

 National Achievement                       Learn-
                                             Kern-
                                             ing
                                              Kern-
Standards for Math and                        doel
                                             Goal
                                               doel
    Lanuage Skills

                                 Specif-
                                  Tussen              Sub-
        Vaardi                     Tussen                Vak-
                                                          Vak-
                                 ication
                                   -doel               ject
        Vaardi
        g-heid                      -doel             inhoud
                                                        inhoud
        g-heid
         Skill


                   Both information
                 databases are linked
                       together
How does a semantic network grow?
                         Curriculum Information

 National Achievement                Learn-
                                      Kern-
                                      ing
                                       Kern-
Standards for Math and                 doel
                                      Goal
                                        doel                            Exams
    Lanuage Skills

                          Specif-
                           Tussen              Sub-                     Vaardi
        Vaardi              Tussen                Vak-
                                                   Vak-                 Vaardi
                          ication
                            -doel               ject                    g-heid
        Vaardi
        g-heid               -doel             inhoud
                                                 inhoud                 g-heid
                                                                         Item
        g-heid
         Skill



                                                           The national exams are
                                                          published as Linked Data
How does a semantic network grow?
                         Curriculum Information

 National Achievement                Learn-
                                      Kern-
                                      ing
                                       Kern-
Standards for Math and                 doel
                                      Goal
                                        doel                                   Exams
    Lanuage Skills

                          Specif-
                           Tussen              Sub-                                Vaardi
        Vaardi              Tussen                Vak-
                                                   Vak-                            Vaardi
                          ication
                            -doel               ject                               g-heid
        Vaardi
        g-heid               -doel             inhoud
                                                 inhoud                            g-heid
                                                                                    Item
        g-heid
         Skill



                                                    The exam items are linked to
                                                      the National curriculum
How does a semantic network grow?
                         Curriculum Information           Learning Objects

 National Achievement                Learn-
                                      Kern-                    Vaardi
                                      ing
                                       Kern-                   Vaardi
Standards for Math and                 doel                    g-heid
                                      Goal
                                        doel                   g-heid
                                                                LO’s          Exams
    Lanuage Skills

                          Specif-
                           Tussen              Sub-                            Vaardi
        Vaardi              Tussen                Vak-
                                                   Vak-                        Vaardi
                          ication
                            -doel               ject                           g-heid
        Vaardi
        g-heid               -doel             inhoud
                                                 inhoud                        g-heid
                                                                                Item
        g-heid
         Skill




                                                A provider of open access learning
                                                 objects describes his repository
How does a semantic network grow?
                         Curriculum Information                Learning Objects

 National Achievement                Learn-
                                      Kern-                          Vaardi
                                      ing
                                       Kern-                         Vaardi
Standards for Math and                 doel                          g-heid
                                      Goal
                                        doel                         g-heid
                                                                      LO’s           Exams
    Lanuage Skills

                          Specif-
                           Tussen              Sub-                                      Vaardi
        Vaardi              Tussen                Vak-
                                                   Vak-                                  Vaardi
                          ication
                            -doel               ject                                     g-heid
        Vaardi
        g-heid               -doel             inhoud
                                                 inhoud                                  g-heid
                                                                                          Item
        g-heid
         Skill




                                                          And links his objects to the
                                                             National Curriculum
How does a semantic network grow?
                         Curriculum Information           Learning Objects

 National Achievement                Learn-
                                      Kern-                    Vaardi
                                      ing
                                       Kern-                   Vaardi
Standards for Math and                 doel                    g-heid
                                      Goal
                                        doel                   g-heid
                                                                LO’s         Exams
    Lanuage Skills

                          Specif-
                           Tussen              Sub-                          Vaardi
        Vaardi              Tussen                Vak-
                                                   Vak-                      Vaardi
                          ication
                            -doel               ject                         g-heid
        Vaardi
        g-heid               -doel             inhoud
                                                 inhoud                      g-heid
                                                                              Item
        g-heid
         Skill




                          Chap-
                          Vaardi
                                         A publisher describes
                            ter
                          Vaardi
                          g-heid
                          Hoofd-
                                        the chapter structure of
                          g-heid
                           stuk               his textbook
How does a semantic network grow?
                         Curriculum Information               Learning Objects

 National Achievement                Learn-
                                      Kern-                        Vaardi
                                      ing
                                       Kern-                       Vaardi
Standards for Math and                 doel                        g-heid
                                      Goal
                                        doel                       g-heid
                                                                    LO’s         Exams
    Lanuage Skills

                          Specif-
                           Tussen              Sub-                               Vaardi
        Vaardi              Tussen                Vak-
                                                   Vak-                           Vaardi
                          ication
                            -doel               ject                              g-heid
        Vaardi
        g-heid               -doel             inhoud
                                                 inhoud                           g-heid
                                                                                   Item
        g-heid
         Skill




                          Chap-
                          Vaardi
                            ter
                                                       LO
                                                     Vaardi       He also describes his
                          Vaardi
                          g-heid                     Vaardi
                                                     g-heid
                          Hoofd-
                          g-heid                     Hoofd-
                                                     g-heid         additional online
                           stuk                       stuk          learning objects
How does a semantic network grow?
                         Curriculum Information               Learning Objects

 National Achievement                Learn-
                                      Kern-                        Vaardi
                                      ing
                                       Kern-                       Vaardi
Standards for Math and                 doel                        g-heid
                                      Goal
                                        doel                       g-heid
                                                                    LO’s         Exams
    Lanuage Skills

                          Specif-
                           Tussen              Sub-                              Vaardi
        Vaardi              Tussen                Vak-
                                                   Vak-                          Vaardi
                          ication
                            -doel               ject                             g-heid
        Vaardi
        g-heid               -doel             inhoud
                                                 inhoud                          g-heid
                                                                                  Item
        g-heid
         Skill




                          Chap-
                          Vaardi                       LO
                                                     Vaardi
                            ter
                          Vaardi
                          g-heid                     Vaardi
                                                     g-heid
                          Hoofd-
                          g-heid                     Hoofd-
                                                     g-heid
                           stuk                       stuk



                           And links these objects
                           to his chapter structure
How does a semantic network grow?
                         Curriculum Information               Learning Objects

 National Achievement                Learn-
                                      Kern-                        Vaardi
                                      ing
                                       Kern-                       Vaardi
Standards for Math and                 doel                        g-heid
                                      Goal
                                        doel                       g-heid
                                                                    LO’s         Exams
    Lanuage Skills

                          Specif-
                           Tussen              Sub-                              Vaardi
        Vaardi              Tussen                Vak-
                                                   Vak-                          Vaardi
                          ication
                            -doel               ject                             g-heid
        Vaardi
        g-heid               -doel             inhoud
                                                 inhoud                          g-heid
                                                                                  Item
        g-heid
         Skill


                               Finally he links his
                               chapter structure to the
                               National Curriculum

                          Chap-
                          Vaardi                       LO
                                                     Vaardi
                            ter
                          Vaardi
                          g-heid                     Vaardi
                                                     g-heid
                          Hoofd-
                          g-heid                     Hoofd-
                                                     g-heid
                           stuk                       stuk
How does a semantic network grow?
                            Curriculum Information                Learning Objects

 National Achievement                    Learn-
                                          Kern-                        Vaardi
                                          ing
                                           Kern-                       Vaardi
Standards for Math and                     doel                        g-heid
                                          Goal
                                            doel                       g-heid
                                                                        LO’s         Exams
    Lanuage Skills

                              Specif-
                               Tussen              Sub-                              Vaardi
        Vaardi                  Tussen                Vak-
                                                       Vak-                          Vaardi
                              ication
                                -doel               ject                             g-heid
        Vaardi
        g-heid                   -doel             inhoud
                                                     inhoud                          g-heid
                                                                                      Item
        g-heid
         Skill




                                   Textbook Content

                              Chap-
                              Vaardi                       LO
                                                         Vaardi
                                ter
                              Vaardi
                              g-heid                     Vaardi
                                                         g-heid
                              Hoofd-
                              g-heid                     Hoofd-
                                                         g-heid
                               stuk                       stuk


    Without any extra work the publisher can now provide his users with information
     about the learning goals of his materials, the math and language skill levels
      associated with them and he can lead them to additional learning materials
How does a semantic network grow?
                            Curriculum Information                Learning Objects

 National Achievement                    Learn-
                                          Kern-                        Vaardi
                                          ing
                                           Kern-                       Vaardi
Standards for Math and                     doel                        g-heid
                                          Goal
                                            doel                       g-heid
                                                                        LO’s         Exams
    Lanuage Skills

                              Specif-
                               Tussen              Sub-                              Vaardi
        Vaardi                  Tussen                Vak-
                                                       Vak-                          Vaardi
                              ication
                                -doel               ject                             g-heid
        Vaardi
        g-heid                   -doel             inhoud
                                                     inhoud                          g-heid
                                                                                      Item
        g-heid
         Skill




                                   Textbook Content

                              Chap-
                              Vaardi                       LO
                                                         Vaardi
                                ter
                              Vaardi
                              g-heid                     Vaardi
                                                         g-heid
                              Hoofd-
                              g-heid                     Hoofd-
                                                         g-heid
                               stuk                       stuk


     Or a school can without having to do anything itself relate the strengths and
   weaknesses of it‟s students achievements in recent National Exams directly to the
        National curriculum and even to the chapters of the textbooks in use
How does a semantic network grow?
                             Curriculum Information               Learning Objects

 National Achievement                    Learn-
                                          Kern-                        Vaardi
                         Y                ing
                                           Kern-                       Vaardi
Standards for Math and                     doel                        g-heid
                                          Goal
                                            doel                       g-heid
                                                                        LO’s          Exams
    Lanuage Skills

                              Specif-
                               Tussen              Sub-                                Vaardi
        Vaardi                  Tussen                Vak-
                                                       Vak-                            Vaardi
                              ication
                                -doel               ject                               g-heid
        Vaardi
        g-heid                   -doel             inhoud
                                                     inhoud                            g-heid
                                                                                        Item
        g-heid
         Skill




                                   Textbook Content
          X                                                                              Z

                              Chap-
                              Vaardi                       LO
                                                         Vaardi
                                ter
                              Vaardi
                              g-heid                     Vaardi
                                                         g-heid
                              Hoofd-
                              g-heid                     Hoofd-
                                                         g-heid         Others keep linking their
                               stuk                       stuk       information to the semantic
                                                                    network. It grows and grows
CONCLUSIONS
What have we learned from ELS?
• RDF-type modelling and publishing of complex
  educational information is perfectly possible and feasible
• The business case looks very promising
• The user interface aspect is a weak point
Furthermore:
• What is needed is a national or even international
  infrastructure for Linked Data in Education
  (standards, tools)
• In NL the Ministery of Education together with its
  institutional partners is actively investigating the
  possibilities of such an infrastructure
Adjacent Projects
Achievement Standards Network (US)
• Stuart Sutton
• http://asn.jesandco.org/


Spider Project (Sweden)
• Fredrik Paulsson (Umea University)
• www.???


Europeana Project (EU)
• www.europeana.eu
Any questions?

                  jacob@jacobmolenaar.nl

www.slideshare.net/nyjmolen/presentation-online-educa-2011-jacob-molenaar

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Presentation Online Educa 2011 Jacob Molenaar

  • 1. WHERE EDUCATION AND THE SEMANTIC WEB MEET New ways Of Structuring And Presenting Educational Information Online Educa 2011 – Berlin – December 1, 2011 Jacob Molenaar
  • 2. Introduction • Jacob Molenaar • NL based independent consultant in educational technology and educational publishing • Professional background in educational publishing • Trained in Dutch Language & Literature • The Dutch Ministry of Education Project ELS, An Associative Curriculum Browser for Language And Math • By Freudenthal Instituut, Expertisecentrum Nederlands, Kennisnet and SLO • Based on RDF and SPARQL
  • 3. Topics / Themes • Educational Information • Semantic Web • Our Project Els: using semantic web technologies for structuring and representing educational information • Business case of the Semantic Web for Education • Conclusions
  • 4. Educational Information All information that is generated in the process of designing, planning and delivering (formal) education to learners: • Formal curriculum • Rationale of this curriculum • Additional achievement standards • Rationale of these standards • Body of Knowledge (concepts, terms, theories, etc.) • Educational Designs: • Learning Trajectories • Textbook structures • „Lore of teaching‟ (didactics, pedagogy) • Learning object metadata • Learner Data (profiles, tracking & tracing)
  • 5. A Lot Of Information!
  • 6. Educational Information • Comes from many sources • Is produced by different experts using different idioms • Is structured in different ways • Is difficult to find and access • Is „narrative‟ (complex and often verbose) • Has a lot of implicit semantics Navigating this „sea of information‟ is very hard for a teacher, a curriculum designer, a textbook writer, etc. Is this perhaps why in practice educational resources and repositories are so scarcely or superficially used only and why we must fear that efforts to compile these resources are so easily wasted? Can the Semantic Web help to overcome these difficulties?
  • 7. Semantic Web → Linked Data http://linkeddata.org: “Linked Data is about using the Web to connect related data that wasn't previously linked, or using the Web to lower the barriers to linking data currently linked using other methods. More specifically, Wikipedia defines Linked Data as "a term used to describe a recommended best practice for exposing, sharing, and connecting pieces of data, information and knowledge on the Semantic Web using RDF and UPI‟s.” Can the concept of Linked Data help to overcome the difficulties with Educational Information?
  • 8. Our Project: ELS • ELS = Educational LinkedScape • Commissioned by the Dutch Ministry of Education, Directie Leraren • As part of the implementation of the new (2010) National Achievement Standards for Language and Math Skills (Referentiekader Taal en Rekenen) • Project Partners: • Freudenthal Instituut (Math) • Expertisecentrum Nederlands (Language) • Kennisnet (Semantic Web technology) • SLO (Reviews and testing) • Prototype created by
  • 10. Project Stages 1. Selection, analysis and modelling of the information domains/sources 2. Development of the semantic logic („reasoning‟) necessary for navigating the semantic web created in Stage 1 3. Design and construction of a working prototype 4. Review of prototype and end user tests.
  • 12. Requirements 1. Make you information machine-readable: using RDF 2. Make your information machine-findable: using UPI‟s Resulting in: 3. Make your information „reasonable‟: using SPARQL The result is: Linked Data.
  • 13. Create Linked Data: Three Steps Atomize Relateren 1
  • 14. Create Linked Data: Three Steps Atomize Describe 1 2
  • 15. Create Linked Data: Three Steps Atomize Describe Relate 1 2 3
  • 16. Example Curriculum: Learning Goal Atomize
  • 17. Skill: Curriculum: Doing Learning Goal substractions Atomize
  • 18. Skill: Curriculum: Doing Learning Goal substractions Describe
  • 19. Skill: Necessary for→ Curriculum: Doing ← Demands Learning Goal substractions Relate
  • 20. Skill: Necessary for→ Curriculum: Doing ← Demands Learning Goal substractions Relate
  • 21. Skill Necessary for→ Curriculum: Doing ← Demands Learning Goal substractions Atomize, Describe Learning Object
  • 22. Skill Necessary for→ Curriculum: Doing ← Demands Learning Goal substractions ← Learned with Leads to → Relate Learning Object
  • 23. Skill Requisite for→ Curriculum: Doing ← Demands Learning Goal substractions ← Learned with Leads to → Inference (Reasoning): Learning Object “New knowledge”
  • 24. The Semantic Domain of Els • Not just Curriculum Information and Learning Objects • But four interconnected semantic domains: 1. National Learning Goals / Achievement Standards For Math and Language Skills 2. Learning Design / Learning Trajectories 3. Body Of Knowledge 4. Learning Object Metadata
  • 25. Achievement Standards / Learning Design / Learning Goals Learning Trajectories → is acquired with Skill Learning helps to acquire ← Trajectory wordt uitgevoerd met ← requires knowledge of ← → is necessary for → past in → is acquired with Learning Concept helps to acquire ← Object Body Of Knowledge Learning Materials
  • 26. Achievement Standards / Learning Design / Learning Goals Trajectories Calculating Discount Quantative Relations Context Calculating Skill from the National Percentages Language and Math Curriculum Learning Trajectory „Strip‟ Exercise Tool Learning Object Body Of Knowledge Learning Materials
  • 27. Domein Formele kaders Domein Referentieleerlijnen Voorbeeld Kerndoel Kenmerken van de taakuitvoering Tussendoel (Taal) (leerdoel) Kernopgave (leerdoel) Tekstkenmerken (Taal) Referentiekader Taal en Rekenen Titel Taak / Vaardigheid Op voorbeeld/kernopgave (leerdoel) na verder aan elkaar gelijk Nadere specificatie Korte omschrijving qua mogelijke associaties Functioneel gebruiken per niveau Referentie- leerlijn Groep / klas Superdomein Einddoel Nadere specificatie Beschrijving (leerdoel) Niveauaanduiding (Rekenen) Vak Ratio Beschrijving Domein Paraat hebben Begin Maatschappelijke context Weten waarom Groep / klas Subdomein Vaardigheid Algemene omschrijving Schoolse context Maatschappelijke context Groep / klas Omschrijving Titel Schoolse context Soort leermateriaal Subject Voorbeeld Omschrijving (vak) Hulpmiddel Beschrijving Voorbeeld Leerobject Concept titel Titel Oplossingswijze Vak Ontwikkelaar Didactische aanwijzing Titel Domein Vakkennis Domein Lesmateriaal Omschrijving Voorbeeld Omschrijving
  • 29. Learning Learning Trajectory Objects Body Of Knowledge Body Of Knowledge ELS: Subject and Context Body Of Curriculum Knowledge Body Of Knowledge Learning Trajectories
  • 30. Designing The Prototype A user friendly interface to access the semantic domain of Els CSS, HTML Logic (Reasoning) SPARQL, Java RDF file containing all the triples describing the Curriculum, Triple Store Learning Trajectories, Body Of Knowledge and Learning Objects
  • 32. Online prototype Enter Search Term
  • 33. Domein Formele kaders Domein Referentieleerlijnen Voorbeeld Kerndoel Kenmerken van de taakuitvoering Tussendoel (Taal) (leerdoel) Kernopgave (leerdoel) Tekstkenmerken (Taal) Referentiekader Taal en Rekenen Titel Taak / Vaardigheid Op voorbeeld/kernopgave (leerdoel) na verder aan elkaar gelijk Nadere specificatie Korte omschrijving qua mogelijke associaties Functioneel gebruiken per niveau Referentie- leerlijn Groep / klas Superdomein Einddoel Nadere specificatie Beschrijving (leerdoel) Niveauaanduiding (Rekenen) Vak Ratio Beschrijving Domein Paraat hebben Begin Maatschappelijke context Weten waarom Groep / klas Subdomein Vaardigheid Algemene omschrijving Schoolse context Maatschappelijke context Groep / klas Omschrijving Titel Schoolse context Soort leermateriaal Subject Voorbeeld Omschrijving (vak) Hulpmiddel Beschrijving Voorbeeld Leerobject Concept titel Titel Oplossingswijze Vak Ontwikkelaar Didactische aanwijzing Titel Domein Vakkennis Domein Lesmateriaal Omschrijving Voorbeeld Omschrijving
  • 34.
  • 35. Learning Curriculum Trajectories Information Body Of Knowledge Learning Objects
  • 36. Achievement Standards Learning Trajectories → is acquired with Skill Learning helps to acquire ← Trajectory requires knowledge of ← wordt uitgevoerd met ← → is necessary for → past in → is acquired with Learning Concept helps to acquire ← Object Body Of Knowledge Learning Materials
  • 38.
  • 39. Associated information Subject from other domains
  • 40. Achievement Standards Learning Trajectories → is acquired with Skill Learning helps to acquire ← Trajectory requires knowledge of ← wordt uitgevoerd met ← → is necessary for Associated information → past in Subject from other domains → is acquired with Learning Concept helps to acquire ← Object Body Of Knowledge Learning Materials
  • 42.
  • 43. Subject Associated information from other domains
  • 44. Achievement Standards Learning Trajectories → is acquired with Skill Learning helps to acquire ← Trajectory Subject requires knowledge of ← wordt uitgevoerd met ← → is necessary for Associated → past in information from other domains → is acquired with Learning Concept helps to acquire ← Object Body Of Knowledge Learning Materials
  • 46. Panel Test Outcomes • The use case of the semantic browser is acknowledged by both teachers and experts • Integrated access to associated information domains is valued (though teachers prefer learning objects and tend to ignore other information!) • The information delivered through the semantic browser is appreciated • User interface is hardly understood
  • 48.
  • 49. Curriculum Information Learning Trajectories Body Of Learning Knowledge Objects
  • 50. Achievement Standards Learning Trajectories Curriculum Information Learning → is acquired with Trajectories Skill Learning helps to acquire ← Trajectory Subject requires knowledge of ← wordt uitgevoerd met ← → is necessary for → past in Body Of Learning Knowledge Objects → is acquired with Learning Concept helps to acquire ← Object Body Of Knowledge Learning Materials
  • 51. Associated information from other domains Subject
  • 52. USE CASE OF LINKED DATA Why should Education invest in the Semantic Web?
  • 53. How does a semantic network grow? Curriculum Information Learn- Kern- ing Kern- doel Goal doel Specif- Tussen Sub- Tussen Vak- Vak- ication -doel ject -doel inhoud inhoud The national curriculum is published as Linked Data
  • 54. How does a semantic network grow? Curriculum Information National Achievement Learn- Kern- ing Kern- Standards for Math and doel Goal doel Lanuage Skills Specif- Tussen Sub- Vaardi Tussen Vak- Vak- ication -doel ject Vaardi g-heid -doel inhoud inhoud g-heid Skill The Achievement The national curriculum is Standards are published published as Linked Data as Linked Data
  • 55. How does a semantic network grow? Curriculum Information National Achievement Learn- Kern- ing Kern- Standards for Math and doel Goal doel Lanuage Skills Specif- Tussen Sub- Vaardi Tussen Vak- Vak- ication -doel ject Vaardi g-heid -doel inhoud inhoud g-heid Skill Both information databases are linked together
  • 56. How does a semantic network grow? Curriculum Information National Achievement Learn- Kern- ing Kern- Standards for Math and doel Goal doel Exams Lanuage Skills Specif- Tussen Sub- Vaardi Vaardi Tussen Vak- Vak- Vaardi ication -doel ject g-heid Vaardi g-heid -doel inhoud inhoud g-heid Item g-heid Skill The national exams are published as Linked Data
  • 57. How does a semantic network grow? Curriculum Information National Achievement Learn- Kern- ing Kern- Standards for Math and doel Goal doel Exams Lanuage Skills Specif- Tussen Sub- Vaardi Vaardi Tussen Vak- Vak- Vaardi ication -doel ject g-heid Vaardi g-heid -doel inhoud inhoud g-heid Item g-heid Skill The exam items are linked to the National curriculum
  • 58. How does a semantic network grow? Curriculum Information Learning Objects National Achievement Learn- Kern- Vaardi ing Kern- Vaardi Standards for Math and doel g-heid Goal doel g-heid LO’s Exams Lanuage Skills Specif- Tussen Sub- Vaardi Vaardi Tussen Vak- Vak- Vaardi ication -doel ject g-heid Vaardi g-heid -doel inhoud inhoud g-heid Item g-heid Skill A provider of open access learning objects describes his repository
  • 59. How does a semantic network grow? Curriculum Information Learning Objects National Achievement Learn- Kern- Vaardi ing Kern- Vaardi Standards for Math and doel g-heid Goal doel g-heid LO’s Exams Lanuage Skills Specif- Tussen Sub- Vaardi Vaardi Tussen Vak- Vak- Vaardi ication -doel ject g-heid Vaardi g-heid -doel inhoud inhoud g-heid Item g-heid Skill And links his objects to the National Curriculum
  • 60. How does a semantic network grow? Curriculum Information Learning Objects National Achievement Learn- Kern- Vaardi ing Kern- Vaardi Standards for Math and doel g-heid Goal doel g-heid LO’s Exams Lanuage Skills Specif- Tussen Sub- Vaardi Vaardi Tussen Vak- Vak- Vaardi ication -doel ject g-heid Vaardi g-heid -doel inhoud inhoud g-heid Item g-heid Skill Chap- Vaardi A publisher describes ter Vaardi g-heid Hoofd- the chapter structure of g-heid stuk his textbook
  • 61. How does a semantic network grow? Curriculum Information Learning Objects National Achievement Learn- Kern- Vaardi ing Kern- Vaardi Standards for Math and doel g-heid Goal doel g-heid LO’s Exams Lanuage Skills Specif- Tussen Sub- Vaardi Vaardi Tussen Vak- Vak- Vaardi ication -doel ject g-heid Vaardi g-heid -doel inhoud inhoud g-heid Item g-heid Skill Chap- Vaardi ter LO Vaardi He also describes his Vaardi g-heid Vaardi g-heid Hoofd- g-heid Hoofd- g-heid additional online stuk stuk learning objects
  • 62. How does a semantic network grow? Curriculum Information Learning Objects National Achievement Learn- Kern- Vaardi ing Kern- Vaardi Standards for Math and doel g-heid Goal doel g-heid LO’s Exams Lanuage Skills Specif- Tussen Sub- Vaardi Vaardi Tussen Vak- Vak- Vaardi ication -doel ject g-heid Vaardi g-heid -doel inhoud inhoud g-heid Item g-heid Skill Chap- Vaardi LO Vaardi ter Vaardi g-heid Vaardi g-heid Hoofd- g-heid Hoofd- g-heid stuk stuk And links these objects to his chapter structure
  • 63. How does a semantic network grow? Curriculum Information Learning Objects National Achievement Learn- Kern- Vaardi ing Kern- Vaardi Standards for Math and doel g-heid Goal doel g-heid LO’s Exams Lanuage Skills Specif- Tussen Sub- Vaardi Vaardi Tussen Vak- Vak- Vaardi ication -doel ject g-heid Vaardi g-heid -doel inhoud inhoud g-heid Item g-heid Skill Finally he links his chapter structure to the National Curriculum Chap- Vaardi LO Vaardi ter Vaardi g-heid Vaardi g-heid Hoofd- g-heid Hoofd- g-heid stuk stuk
  • 64. How does a semantic network grow? Curriculum Information Learning Objects National Achievement Learn- Kern- Vaardi ing Kern- Vaardi Standards for Math and doel g-heid Goal doel g-heid LO’s Exams Lanuage Skills Specif- Tussen Sub- Vaardi Vaardi Tussen Vak- Vak- Vaardi ication -doel ject g-heid Vaardi g-heid -doel inhoud inhoud g-heid Item g-heid Skill Textbook Content Chap- Vaardi LO Vaardi ter Vaardi g-heid Vaardi g-heid Hoofd- g-heid Hoofd- g-heid stuk stuk Without any extra work the publisher can now provide his users with information about the learning goals of his materials, the math and language skill levels associated with them and he can lead them to additional learning materials
  • 65. How does a semantic network grow? Curriculum Information Learning Objects National Achievement Learn- Kern- Vaardi ing Kern- Vaardi Standards for Math and doel g-heid Goal doel g-heid LO’s Exams Lanuage Skills Specif- Tussen Sub- Vaardi Vaardi Tussen Vak- Vak- Vaardi ication -doel ject g-heid Vaardi g-heid -doel inhoud inhoud g-heid Item g-heid Skill Textbook Content Chap- Vaardi LO Vaardi ter Vaardi g-heid Vaardi g-heid Hoofd- g-heid Hoofd- g-heid stuk stuk Or a school can without having to do anything itself relate the strengths and weaknesses of it‟s students achievements in recent National Exams directly to the National curriculum and even to the chapters of the textbooks in use
  • 66. How does a semantic network grow? Curriculum Information Learning Objects National Achievement Learn- Kern- Vaardi Y ing Kern- Vaardi Standards for Math and doel g-heid Goal doel g-heid LO’s Exams Lanuage Skills Specif- Tussen Sub- Vaardi Vaardi Tussen Vak- Vak- Vaardi ication -doel ject g-heid Vaardi g-heid -doel inhoud inhoud g-heid Item g-heid Skill Textbook Content X Z Chap- Vaardi LO Vaardi ter Vaardi g-heid Vaardi g-heid Hoofd- g-heid Hoofd- g-heid Others keep linking their stuk stuk information to the semantic network. It grows and grows
  • 68. What have we learned from ELS? • RDF-type modelling and publishing of complex educational information is perfectly possible and feasible • The business case looks very promising • The user interface aspect is a weak point Furthermore: • What is needed is a national or even international infrastructure for Linked Data in Education (standards, tools) • In NL the Ministery of Education together with its institutional partners is actively investigating the possibilities of such an infrastructure
  • 69. Adjacent Projects Achievement Standards Network (US) • Stuart Sutton • http://asn.jesandco.org/ Spider Project (Sweden) • Fredrik Paulsson (Umea University) • www.??? Europeana Project (EU) • www.europeana.eu
  • 70. Any questions? jacob@jacobmolenaar.nl www.slideshare.net/nyjmolen/presentation-online-educa-2011-jacob-molenaar