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Andreas Schmidt & Pablo Franzolini


                               Knowledge Maturing –
                              a different perspective
                                          on learning



                  http://mature-ip.eu

andreas.schmidt@fzi.de         EATEL Summer School 2008
http://andreas.schmidt.name                       Ohrid
                                              June 2008
Outline


 Widening your perspective on learning

 Characterizing knowledge maturing

 What can we do with it?
   • Analyzing and overcoming disruptions
   • Introducing a dynamic perspective


 Conclusions



                  MATURE - Continuous Social Learning in Knowledge Networks   2
Widening your perspective
       on learning




         MATURE - Continuous Social Learning in Knowledge Networks   3
The other 80%


 Formal learning contexts
   • Universities, schools
   • Formal trainings and certification in companies


 ... and the other 80%




                                                          Cross 2003




                  MATURE - Continuous Social Learning in Knowledge Networks   4
Structuring the Learning Landscape




                                      Document            Learning           Courses/
Communication     Collaboration
                                      collections          Objects           Curricula



     Emergence       Distribution                              Ad-Hoc-
                                           Formali-                            Standardi-
       of ideas                in                              Training
                                             zation                                zation
                    Communities



                    shared             reports
 new ideas        vocabulary                           best practices     standard text book
                                     case studies
                  communities       lessons Learnt




                         Schmidt, A. (2005): Knowledge Maturing and the Continuity of Context
                  as a Unifying Concept for E-Learning & Knowledge Management, I-KNOW 2005
                                                                                        5
Emergence of ideas




 Main Goal
   • Develop new ideas and exploit your creativity


 Forms of Learning
   • Brainstorming, creativity techniques


 Hot topics
   • Personal knowledge management


                   MATURE - Continuous Social Learning in Knowledge Networks   6
Distribution in Communities




 Main Goal
   • Exchange experiences with others and
     develop new ideas collaboratively
   • Develop a shared understanding
 Forms of Learning
   • Cooperative learning
   • Collaborative working
 Hot topics
   •   Finding experts/communities
   •   Social networks, awareness
   •   Design of/intervention into collaboration processeses
   •   Integration into working processes

                      MATURE - Continuous Social Learning in Knowledge Networks   7
Formalization




 Main Goal
   • Existing documents as helpers for problem
     solving and passsing on of experiential
     knowledge
 Forms of Learning
   • Information seeking
   • „Reading documents“
 Hot topics
   • Locating documents
   • Creation of documents as an active learning process
   • Integrate pedagogical into documents for everyday use

                                                             8
Ad-Hoc Training/Deployment




 Main Goal
   • Teach advanced learners/practitioners in
     focused areas about updated/more
     specialized topics
 Forms of Learning
   • Short trainigs, learnign objects, tutorials
 Hot topics
   • Embedding into the context of the learner
   • Detecting learning needs and generate recommendations
   • rapid authoring
                                                             9
Standardization




 Main Goal
    Teach novices a larger field
 Forms of learning
    Lecture, training
    Text book, e-learning course
 Aspects
    Course design, adaptivity
    Assessment, certification, competencies



                                               10
Document          Learning           Courses/
Communication      Collaboration         collections        Objects           Curricula




      Emergence        Distribution in          Formali-           Ad-Hoc-        Standardi-
        of ideas        Communities               zation           Training           zation




                      shared               reports
                    vocabulary                             best practices     standard
  new ideas                                                                   text book
                                          Case studies
                   communities           Lessons Learnt


      Informal Learning                                             Formal learning
      Expert                       in the knowledge area                      Novice
Knowledge Maturing Process

                                                                            HR Development

                       Knowledge management


                                                                   E-Learning

                                      Document             Learning              Courses/
Communication     Collaboration
                                      collections           Objects              Curricula



     Emergence       Distribution                                Ad-Hoc-
                                              Formali-                             Standardi-
       of ideas                in                                Training
                                                zation                                 zation
                    Communities



                    shared             reports
 new ideas        vocabulary                             Best Practices      standard text book
                                      Case stude
                  communities       Lessons Learnt



                         Schmidt, A. (2005): Knowledge Maturing and the Continuity of Context
                  as a Unifying Concept for E-Learning & Knowledge Management, I-KNOW 2005
                                                                                        12
Chacterizing
                                         knowledge
                                           maturing




MATURE - Continuous Social Learning in Knowledge Networks   13
Levels of knowledge maturing


 Knowledge level
   • Maturity is the property of internal constructs
   • Increase in maturity is the result of learning


 Artefact level
   • Knowledge maturity becomes observable in artefacts that are
     exchanged within collaborative learning processes


 Individual vs. Collective
   • Knowledge maturity is primarily individual
   • Collective dimension is an abstraction/aggregation like the
     notion of „collective knowledge“ as such

                   MATURE - Continuous Social Learning in Knowledge Networks   14
Criteria


 Teachability

 Implicit contextualization -> explicit linkage

 Hardness

 Legitimation & Commitment by the organization
   • From individual, via community, to organization scope




                  MATURE - Continuous Social Learning in Knowledge Networks   15
... and maturing is complicated


 NOT a strictly linear as the picture might suggest

 And there is not a single maturing process, but myriad
  of them

 Complex phenomena
   • Combination of different strands of development
   • Branching and forking
   • Modifications/improvements to „mature“ knowledge start at
     lower levels of maturity and are then combined
   • Complex interactions between parallel strands
   • ...
                 MATURE - Continuous Social Learning in Knowledge Networks   16
What can we
do with it?

Analyzing &
Overcoming
Disruptions
              MATURE - Continuous Social Learning in Knowledge Networks   17
Analyzing Disruptions in the Process
                          common                    formal                  ad hoc incorporation                entering into
  new ideas             terminology                structure                    into training                 common curricula




         Emergence           Distribution in                    Formali-                         Ad-Hoc-              Standardi-
           of ideas           Communities                         zation                         Training                 zation




Information artefacts     communication                                                                            text books
                             artefacts              project reports                learning objects                  courses
 personal notes                                                                          patents                   certificates
                            FAQ entries               case studies                                              redesign of the
                        forum contributions          lessons learnt                  best practices               organisation




                                        University of Innsbruck & FZI Research for Information Technologies                       18
Formalization vs. Ad-hoc Training

 Classical barrier between E-Learning and KM
 Technical Level
   • document management systems (formalization)
   • learning management systems (ad hoc training)
 Organizational Level
   • operating departments (formalization)
   • HR development or training department (ad hoc)
 Differences with respect to criteria
   • legitimation: project teams/manager vs. training experts
   • forms of learning: self-directed „information seeking“ vs.
     ad hoc training
 Solutions: e.g. SAP Knowledge Ramp Up Knowledge
  Transfer
                University of Innsbruck & FZI Research for Information Technologies   19
Distribution in Communities vs.
 Formalization

 main issues are here human and social issues
   • detachment from the originator
   • from social incentives (reputation, social esteem) to
     organizational

 In terms of legitimations:
   • requires a transition from personal/informal communities to
     formal organizational legitimation

 Possible solutions:
   • increased visibility of the individual and her impact
   • weblogs (with trackbacks)
   • wikis
       o visible contributions of the individual
       o easy transition by adding legitimation (tagging it with a category)
                  University of Innsbruck & FZI Research for Information Technologies   20
Introducing
a dynamic
perspective   MATURE - Continuous Social Learning in Knowledge Networks   21
Overcoming top-down approaches


 Many approaches are based on a top-down philosophy
   • Teaching at universities
   • Installing a Learning Management System
   • Implementing a human resource development strategy


 But this has often led to
   • Lack of motivation on the user side
   • Slow and cumbersome processes
   • Unused potential of learner/employee creativity


 The „maturing perspective“ enables bottom-up
  participation
                  MATURE - Continuous Social Learning in Knowledge Networks   22
Knowledge Maturing Process Model




          MATURE - Continuous Social Learning in Knowledge Networks   23
Knowledge Maturing Process Model (2)




                                                                      process
                                                                      maturing




          MATURE - Continuous Social Learning in Knowledge Networks              24
Example: Competence Maturing




          MATURE - Continuous Social Learning in Knowledge Networks   25
Design processes as learning processes


 Design processes have to be understood as learning
  processes
   • Interwoven modelling & application processes
     (often work-integrated)
   • Deepening the understanding along the modeling process
   • Increasing level of formalization
   • Should be subject to continuous improvement processes
 Specializations
   • task-embedded ontology engineering („ontology maturing“)
   • distributed software engineering in complex domains
   • reusability of software components



                 MATURE - Continuous Social Learning in Knowledge Networks   26
Conclusions



MATURE - Continuous Social Learning in Knowledge Networks   27
Conclusions


 The Knowledge Maturing Process is a macroscopical
  description of interconnected individual learning
  processes.
   • a model for structuring real-world phenomena and analyzing
     problems
   • not explaining how learning takes places on a micro level, but
     rather stating that it takes place differently depending on the
     level of maturity.
 MATURE IP
   • Empirical foundations for knowledge maturing
   • Knowledge maturing and distributed cognition theories
   • Moving beyond an analytical framework


                  MATURE - Continuous Social Learning in Knowledge Networks   28
http://mature-ip.eu




                                                                                  Contact:

                                                                                  Scientific Coordinator
                                                                                  Andreas Schmidt
                                                                                  andreas.schmidt@fzi.de

                                                                                  http://andreas.schmidt.name
                      MATURE - Continuous Social Learning in Knowledge Networks

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Knowledge Maturing - a different perspective on learning

  • 1. Andreas Schmidt & Pablo Franzolini Knowledge Maturing – a different perspective on learning http://mature-ip.eu andreas.schmidt@fzi.de EATEL Summer School 2008 http://andreas.schmidt.name Ohrid June 2008
  • 2. Outline  Widening your perspective on learning  Characterizing knowledge maturing  What can we do with it? • Analyzing and overcoming disruptions • Introducing a dynamic perspective  Conclusions MATURE - Continuous Social Learning in Knowledge Networks 2
  • 3. Widening your perspective on learning MATURE - Continuous Social Learning in Knowledge Networks 3
  • 4. The other 80%  Formal learning contexts • Universities, schools • Formal trainings and certification in companies  ... and the other 80% Cross 2003 MATURE - Continuous Social Learning in Knowledge Networks 4
  • 5. Structuring the Learning Landscape Document Learning Courses/ Communication Collaboration collections Objects Curricula Emergence Distribution Ad-Hoc- Formali- Standardi- of ideas in Training zation zation Communities shared reports new ideas vocabulary best practices standard text book case studies communities lessons Learnt Schmidt, A. (2005): Knowledge Maturing and the Continuity of Context as a Unifying Concept for E-Learning & Knowledge Management, I-KNOW 2005 5
  • 6. Emergence of ideas  Main Goal • Develop new ideas and exploit your creativity  Forms of Learning • Brainstorming, creativity techniques  Hot topics • Personal knowledge management MATURE - Continuous Social Learning in Knowledge Networks 6
  • 7. Distribution in Communities  Main Goal • Exchange experiences with others and develop new ideas collaboratively • Develop a shared understanding  Forms of Learning • Cooperative learning • Collaborative working  Hot topics • Finding experts/communities • Social networks, awareness • Design of/intervention into collaboration processeses • Integration into working processes MATURE - Continuous Social Learning in Knowledge Networks 7
  • 8. Formalization  Main Goal • Existing documents as helpers for problem solving and passsing on of experiential knowledge  Forms of Learning • Information seeking • „Reading documents“  Hot topics • Locating documents • Creation of documents as an active learning process • Integrate pedagogical into documents for everyday use 8
  • 9. Ad-Hoc Training/Deployment  Main Goal • Teach advanced learners/practitioners in focused areas about updated/more specialized topics  Forms of Learning • Short trainigs, learnign objects, tutorials  Hot topics • Embedding into the context of the learner • Detecting learning needs and generate recommendations • rapid authoring 9
  • 10. Standardization  Main Goal  Teach novices a larger field  Forms of learning  Lecture, training  Text book, e-learning course  Aspects  Course design, adaptivity  Assessment, certification, competencies 10
  • 11. Document Learning Courses/ Communication Collaboration collections Objects Curricula Emergence Distribution in Formali- Ad-Hoc- Standardi- of ideas Communities zation Training zation shared reports vocabulary best practices standard new ideas text book Case studies communities Lessons Learnt Informal Learning Formal learning Expert in the knowledge area Novice
  • 12. Knowledge Maturing Process HR Development Knowledge management E-Learning Document Learning Courses/ Communication Collaboration collections Objects Curricula Emergence Distribution Ad-Hoc- Formali- Standardi- of ideas in Training zation zation Communities shared reports new ideas vocabulary Best Practices standard text book Case stude communities Lessons Learnt Schmidt, A. (2005): Knowledge Maturing and the Continuity of Context as a Unifying Concept for E-Learning & Knowledge Management, I-KNOW 2005 12
  • 13. Chacterizing knowledge maturing MATURE - Continuous Social Learning in Knowledge Networks 13
  • 14. Levels of knowledge maturing  Knowledge level • Maturity is the property of internal constructs • Increase in maturity is the result of learning  Artefact level • Knowledge maturity becomes observable in artefacts that are exchanged within collaborative learning processes  Individual vs. Collective • Knowledge maturity is primarily individual • Collective dimension is an abstraction/aggregation like the notion of „collective knowledge“ as such MATURE - Continuous Social Learning in Knowledge Networks 14
  • 15. Criteria  Teachability  Implicit contextualization -> explicit linkage  Hardness  Legitimation & Commitment by the organization • From individual, via community, to organization scope MATURE - Continuous Social Learning in Knowledge Networks 15
  • 16. ... and maturing is complicated  NOT a strictly linear as the picture might suggest  And there is not a single maturing process, but myriad of them  Complex phenomena • Combination of different strands of development • Branching and forking • Modifications/improvements to „mature“ knowledge start at lower levels of maturity and are then combined • Complex interactions between parallel strands • ... MATURE - Continuous Social Learning in Knowledge Networks 16
  • 17. What can we do with it? Analyzing & Overcoming Disruptions MATURE - Continuous Social Learning in Knowledge Networks 17
  • 18. Analyzing Disruptions in the Process common formal ad hoc incorporation entering into new ideas terminology structure into training common curricula Emergence Distribution in Formali- Ad-Hoc- Standardi- of ideas Communities zation Training zation Information artefacts communication text books artefacts project reports learning objects courses personal notes patents certificates FAQ entries case studies redesign of the forum contributions lessons learnt best practices organisation University of Innsbruck & FZI Research for Information Technologies 18
  • 19. Formalization vs. Ad-hoc Training  Classical barrier between E-Learning and KM  Technical Level • document management systems (formalization) • learning management systems (ad hoc training)  Organizational Level • operating departments (formalization) • HR development or training department (ad hoc)  Differences with respect to criteria • legitimation: project teams/manager vs. training experts • forms of learning: self-directed „information seeking“ vs. ad hoc training  Solutions: e.g. SAP Knowledge Ramp Up Knowledge Transfer University of Innsbruck & FZI Research for Information Technologies 19
  • 20. Distribution in Communities vs. Formalization  main issues are here human and social issues • detachment from the originator • from social incentives (reputation, social esteem) to organizational  In terms of legitimations: • requires a transition from personal/informal communities to formal organizational legitimation  Possible solutions: • increased visibility of the individual and her impact • weblogs (with trackbacks) • wikis o visible contributions of the individual o easy transition by adding legitimation (tagging it with a category) University of Innsbruck & FZI Research for Information Technologies 20
  • 21. Introducing a dynamic perspective MATURE - Continuous Social Learning in Knowledge Networks 21
  • 22. Overcoming top-down approaches  Many approaches are based on a top-down philosophy • Teaching at universities • Installing a Learning Management System • Implementing a human resource development strategy  But this has often led to • Lack of motivation on the user side • Slow and cumbersome processes • Unused potential of learner/employee creativity  The „maturing perspective“ enables bottom-up participation MATURE - Continuous Social Learning in Knowledge Networks 22
  • 23. Knowledge Maturing Process Model MATURE - Continuous Social Learning in Knowledge Networks 23
  • 24. Knowledge Maturing Process Model (2) process maturing MATURE - Continuous Social Learning in Knowledge Networks 24
  • 25. Example: Competence Maturing MATURE - Continuous Social Learning in Knowledge Networks 25
  • 26. Design processes as learning processes  Design processes have to be understood as learning processes • Interwoven modelling & application processes (often work-integrated) • Deepening the understanding along the modeling process • Increasing level of formalization • Should be subject to continuous improvement processes  Specializations • task-embedded ontology engineering („ontology maturing“) • distributed software engineering in complex domains • reusability of software components MATURE - Continuous Social Learning in Knowledge Networks 26
  • 27. Conclusions MATURE - Continuous Social Learning in Knowledge Networks 27
  • 28. Conclusions  The Knowledge Maturing Process is a macroscopical description of interconnected individual learning processes. • a model for structuring real-world phenomena and analyzing problems • not explaining how learning takes places on a micro level, but rather stating that it takes place differently depending on the level of maturity.  MATURE IP • Empirical foundations for knowledge maturing • Knowledge maturing and distributed cognition theories • Moving beyond an analytical framework MATURE - Continuous Social Learning in Knowledge Networks 28
  • 29. http://mature-ip.eu Contact: Scientific Coordinator Andreas Schmidt andreas.schmidt@fzi.de http://andreas.schmidt.name MATURE - Continuous Social Learning in Knowledge Networks