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Knowledge Management and decision
making based on informal learning
activities in business
Dr. Francisco José García Peñalvo (fgarcia@usal.es)
Dr. Miguel Ángel Conde González (mconde@usal.es)
Grupo GRIAL – University of Salamanca, Spain
Valencia, Spain, July 9-11, 2013
Outline
•  Introduction
•  System description overview
•  The Decision Support System
•  Evaluation
•  Conclusions
GRIAL – University of Salamanca
Outline
•  Introduction
•  System description overview
•  The Decision Support System
•  Evaluation
•  Conclusions
GRIAL – University of Salamanca
Introduction (I)
GRIAL – University of Salamanca
•  Information is a key element for decision-making
processes
•  It is necessary to manage and exploit that information
and ICT makes it possible
•  One issue to take into account is informal learning,
specially relevant in the workplace
•  Recognition of informal learning
•  Enhances employability
•  Benefits companies and managers
•  Helps to develop task-oriented skills and know-how
•  Gives employees the opportunity to learn and keep their skills
up-to-date
Introduction (II)
GRIAL – University of Salamanca
•  ICT facilitates such recognition
•  TENCompetence Project, FREE, IBAK, Open Budgets
•  Focused on the validation of informal learning and particularly
issues relating to certification and qualification
•  How to obtain a strategic advantage of such informal
learning for organizations and employees?
Introduction (and III)
GRIAL – University of Salamanca
•  Create a dialog about informal learning evidences
between institutions and employees, based on
•  An ICT ecosystem
•  A methodology to articulate such dialog
•  Implemented as a proof of concept in TRAILER
project
!
h"p://trailerproject.eu/	
  
Outline
•  Introduction
•  System description overview
•  The Decision Support System
•  Evaluation
•  Conclusions
GRIAL – University of Salamanca
System description overview (I)
GRIAL – University of Salamanca
•  Employee identifies learning + Institutions
recognizes it => Make decisions
•  ICT ecosystem for informal learning recognition
•  PTE (Personal Training Environment) or PKN
(Personal Knowledge Network)
•  Portfolio System
•  Competence Model
•  Organizational Environment
System description overview (II)
GRIAL – University of Salamanca
System description overview
(and III)
GRIAL – University of Salamanca
Outline
•  Introduction
•  System description overview
•  The Decision Support System
•  Evaluation
•  Conclusions
GRIAL – University of Salamanca
DSS (I)
GRIAL – University of Salamanca
•  Defined in the organizational environment
•  Critical for decision-making processes
•  Two main elements
•  Analysis layer
•  Gathers public information from the portfolio
•  PersonalPortfolioView
•  Competence API
•  Makes a preliminary analysis to present the
information
•  Decision support tools
DSS (II)
GRIAL – University of Salamanca
•  What is the information considered?
•  Informal Learning Activities
•  User-Organization Competences
•  User-Organization relationships
•  Competences/Working Areas/Tags
•  How is the information represented to facilitate
decision-making and dialog processes?
•  Text-based
•  Chart-based
•  Data visualization techniques
DSS (III)
GRIAL – University of Salamanca
DSS (IV)
GRIAL – University of Salamanca
DSS (and V)
GRIAL – University of Salamanca
Outline
•  Introduction
•  System description overview
•  The Decision Support System
•  Evaluation
•  Conclusions
GRIAL – University of Salamanca
Evaluation (I)
•  Implementation as a proof of concept
•  Expert testing
 Cognitive Walkthrough complemented with Think
Aloud
•  Screen recording of the experts when they used the system
•  Classification of breakdowns by Nielsen’s model
GRIAL – University of Salamanca
Evaluation (II)
•  Expert Testing
•  System Usability Scale (SUS)
– 49.6 score
– Far from 68 recommended satisfaction
•  Perceived ease of use (PEOU)
– Crombach Alpha to check the validity of the survey
⊳ High level of consistency 0.934
– Average value near 4 (the neutral value of the
scale)
GRIAL – University of Salamanca
Evaluation (and III)
•  Qualitative Evaluation
•  Expert’s opinion about the components of the system
GRIAL – University of Salamanca
Easy to Understand Helpful Improvements
E1 Quite easy Very useful It is ok as is
E2 More explanation
needed
Quite useful Look and Feel and Descriptions
E3 - Lot of information at a glance More options
E4 Need more tips - More filters
E5 Wizard Facilitate making decisions Create a wizard to guide the search
E6 More filters It can be more still more
useful
New filters about competences and
ILAs
E7 Good Ok -
E8 - Useful Other kind of charts
E9 Clear - -
E10 Very easy Great -
E11 - Solve my needs -
E12 Straightforward Easy -
E13 - Too much data Description of data, other kind of
representations
E14 Teaching needed Not sure More info about the data shown
Outline
•  Introduction
•  System description overview
•  The Decision Support System
•  Evaluation
•  Conclusions
GRIAL – University of Salamanca
Conclusions (I)
•  Methodology to make decisions based on informal
learning
 Technological framework to support it
•  Knowledge management for both employees and
organizations
•  Employees
 Identify and make visible informal learning to organizations
•  Organizations
 Training related decisions
 Promotion decisions
•  Dialog between organizations and employees
GRIAL – University of Salamanca
Conclusions (and II)
•  Each organization has different needs
•  Applying the proposed methodology makes possible
to manage knowledge based on informal learning
evidences
•  Future work must allow improving the DSS in order
to work with atomic indicators
GRIAL – University of Salamanca
Acknowledgements
With the support of the Lifelong Learning Program of
the EU. Project Reference: 519141-LLP-1-2011-1-ES-
KA3-KA3MP
This project has been funded with support from the
European Commission. This publication only reflects
the views of the authors, and the Commission cannot
be held responsible for any use that may be made of
the information contained therein
GRIAL – University of Salamanca
Knowledge Management and decision
making based on informal learning
activities in business
Dr. Francisco José García Peñalvo (fgarcia@usal.es)
Dr. Miguel Ángel Conde González (mconde@usal.es)
Grupo GRIAL – University of Salamanca, Spain
Valencia, Spain, July 9-11, 2013

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GIKA Conference - Valencia, Spain, Juy 2013

  • 1. Knowledge Management and decision making based on informal learning activities in business Dr. Francisco José García Peñalvo (fgarcia@usal.es) Dr. Miguel Ángel Conde González (mconde@usal.es) Grupo GRIAL – University of Salamanca, Spain Valencia, Spain, July 9-11, 2013
  • 2. Outline •  Introduction •  System description overview •  The Decision Support System •  Evaluation •  Conclusions GRIAL – University of Salamanca
  • 3. Outline •  Introduction •  System description overview •  The Decision Support System •  Evaluation •  Conclusions GRIAL – University of Salamanca
  • 4. Introduction (I) GRIAL – University of Salamanca •  Information is a key element for decision-making processes •  It is necessary to manage and exploit that information and ICT makes it possible •  One issue to take into account is informal learning, specially relevant in the workplace •  Recognition of informal learning •  Enhances employability •  Benefits companies and managers •  Helps to develop task-oriented skills and know-how •  Gives employees the opportunity to learn and keep their skills up-to-date
  • 5. Introduction (II) GRIAL – University of Salamanca •  ICT facilitates such recognition •  TENCompetence Project, FREE, IBAK, Open Budgets •  Focused on the validation of informal learning and particularly issues relating to certification and qualification •  How to obtain a strategic advantage of such informal learning for organizations and employees?
  • 6. Introduction (and III) GRIAL – University of Salamanca •  Create a dialog about informal learning evidences between institutions and employees, based on •  An ICT ecosystem •  A methodology to articulate such dialog •  Implemented as a proof of concept in TRAILER project ! h"p://trailerproject.eu/  
  • 7. Outline •  Introduction •  System description overview •  The Decision Support System •  Evaluation •  Conclusions GRIAL – University of Salamanca
  • 8. System description overview (I) GRIAL – University of Salamanca •  Employee identifies learning + Institutions recognizes it => Make decisions •  ICT ecosystem for informal learning recognition •  PTE (Personal Training Environment) or PKN (Personal Knowledge Network) •  Portfolio System •  Competence Model •  Organizational Environment
  • 9. System description overview (II) GRIAL – University of Salamanca
  • 10. System description overview (and III) GRIAL – University of Salamanca
  • 11. Outline •  Introduction •  System description overview •  The Decision Support System •  Evaluation •  Conclusions GRIAL – University of Salamanca
  • 12. DSS (I) GRIAL – University of Salamanca •  Defined in the organizational environment •  Critical for decision-making processes •  Two main elements •  Analysis layer •  Gathers public information from the portfolio •  PersonalPortfolioView •  Competence API •  Makes a preliminary analysis to present the information •  Decision support tools
  • 13. DSS (II) GRIAL – University of Salamanca •  What is the information considered? •  Informal Learning Activities •  User-Organization Competences •  User-Organization relationships •  Competences/Working Areas/Tags •  How is the information represented to facilitate decision-making and dialog processes? •  Text-based •  Chart-based •  Data visualization techniques
  • 14. DSS (III) GRIAL – University of Salamanca
  • 15. DSS (IV) GRIAL – University of Salamanca
  • 16. DSS (and V) GRIAL – University of Salamanca
  • 17. Outline •  Introduction •  System description overview •  The Decision Support System •  Evaluation •  Conclusions GRIAL – University of Salamanca
  • 18. Evaluation (I) •  Implementation as a proof of concept •  Expert testing  Cognitive Walkthrough complemented with Think Aloud •  Screen recording of the experts when they used the system •  Classification of breakdowns by Nielsen’s model GRIAL – University of Salamanca
  • 19. Evaluation (II) •  Expert Testing •  System Usability Scale (SUS) – 49.6 score – Far from 68 recommended satisfaction •  Perceived ease of use (PEOU) – Crombach Alpha to check the validity of the survey ⊳ High level of consistency 0.934 – Average value near 4 (the neutral value of the scale) GRIAL – University of Salamanca
  • 20. Evaluation (and III) •  Qualitative Evaluation •  Expert’s opinion about the components of the system GRIAL – University of Salamanca Easy to Understand Helpful Improvements E1 Quite easy Very useful It is ok as is E2 More explanation needed Quite useful Look and Feel and Descriptions E3 - Lot of information at a glance More options E4 Need more tips - More filters E5 Wizard Facilitate making decisions Create a wizard to guide the search E6 More filters It can be more still more useful New filters about competences and ILAs E7 Good Ok - E8 - Useful Other kind of charts E9 Clear - - E10 Very easy Great - E11 - Solve my needs - E12 Straightforward Easy - E13 - Too much data Description of data, other kind of representations E14 Teaching needed Not sure More info about the data shown
  • 21. Outline •  Introduction •  System description overview •  The Decision Support System •  Evaluation •  Conclusions GRIAL – University of Salamanca
  • 22. Conclusions (I) •  Methodology to make decisions based on informal learning  Technological framework to support it •  Knowledge management for both employees and organizations •  Employees  Identify and make visible informal learning to organizations •  Organizations  Training related decisions  Promotion decisions •  Dialog between organizations and employees GRIAL – University of Salamanca
  • 23. Conclusions (and II) •  Each organization has different needs •  Applying the proposed methodology makes possible to manage knowledge based on informal learning evidences •  Future work must allow improving the DSS in order to work with atomic indicators GRIAL – University of Salamanca
  • 24. Acknowledgements With the support of the Lifelong Learning Program of the EU. Project Reference: 519141-LLP-1-2011-1-ES- KA3-KA3MP This project has been funded with support from the European Commission. This publication only reflects the views of the authors, and the Commission cannot be held responsible for any use that may be made of the information contained therein GRIAL – University of Salamanca
  • 25. Knowledge Management and decision making based on informal learning activities in business Dr. Francisco José García Peñalvo (fgarcia@usal.es) Dr. Miguel Ángel Conde González (mconde@usal.es) Grupo GRIAL – University of Salamanca, Spain Valencia, Spain, July 9-11, 2013