SlideShare a Scribd company logo
1 of 14
Download to read offline
Collaborative Project – FP7- ICT- 2009 - 257886
Optimising allocation of knowledge
workers to learning measures for
competence development
Gabriela Waldhart
Stefan Thalmann
Ronald Maier
Agenda
MKWI 2012, Braunschweig
28/2/2012-2/3/2012
ARISTOTELE project
research question
conclusion & outlook HR development
work practice
study design
and output
model
ARISTOTELE Project
work processes expertise community services
key performance indicators creativity of knowledge workers agility
of organizations team creation contentknowledge
managementcollaboration patterns solid knowledge
personalization competencies human resource
management innovation semantics collaborative
learning ontologies collective intelligence knowledge work didactic
models time to proficiency social collaboration
adaptive systems personal working and learning
environment
MKWI 2012, Braunschweig
28/2/2012-2/3/2012
Study Design
• 11 semi-structured interviews in two organisations
• Open-ended questions covering the domains of
business process management and HRM (competence
management, knowledge management, and innovation
management)
• Interview partners represented key roles in the
organization (e.g. IT-department manager, project
manager, HR manager)
• Analysis with respect to an evaluation schema
comprising details on setting, actors, task goals, plans,
evaluation, actions, and events
MKWI 2012, Braunschweig
28/2/2012-2/3/2012
Study Results
• Eight knowledge work practices in the areas of
knowledge management, innovation
management and competence management
• Basis for requirements elicitation process for
models, methodologies and tools
5
MKWI 2012, Braunschweig
28/2/2012-2/3/2012
Work pracitce: HR Development
MKWI 2012, Braunschweig
28/2/2012-2/3/2012
Research Question
Which learning measures should be
performed by which worker to develop a
required competence?
7
MKWI 2012, Braunschweig
28/2/2012-2/3/2012
Model
8
Task in a
project
Competence
Worker
Learning
measure
has and/or wants to improverequires
performs
develops
gets assigned
MKWI 2012, Braunschweig
28/2/2012-2/3/2012
𝑿 𝑾,𝑴
𝑷 𝑾,𝑪,𝑳
𝑪𝒐𝒐𝒐 𝑾,𝑴
𝑩 𝑪,𝑳
…combination of knowledge,
skills and attitudes.
…one or a sum of e-learning
courses, workplace learning,
formal or informal trainings
inside or outside the
organisation.
…used to learning and
improving their competences
to solve their everyday
complex, ill-structured
problems.
…one or a sum of e-learning
courses, workplace learning,
formal or informal trainings
inside or outside the
organisation.
Model
9
Task in a
project
Competence
Worker
Learning
measure
has and/or wants to improverequires
performes
developes
gets assigned
MKWI 2012, Braunschweig
28/2/2012-2/3/2012
𝑿 𝑾,𝑴
𝑷 𝑾,𝑪,𝑳
𝑪𝒐𝒐𝒐 𝑾,𝑴
𝑩 𝑪,𝑳
Model
10
MKWI 2012, Braunschweig
28/2/2012-2/3/2012
𝑿 𝒘,𝒎
𝑷 𝒘,𝒄,𝒍
𝑪𝒐𝒐𝒐 𝒘,𝒎
𝑩 𝒄,𝒍
𝑈 = �
𝒘=𝟏
�
𝒎=𝟏
𝑈 = �
𝒘=𝟏
�
𝒎=𝟏
𝑿 𝒘,𝒎𝑈 = �
𝒘=𝟏
�
𝒎=𝟏
𝑿 𝒘,𝒎 ∗ (�
𝒄=𝟏
�
𝒍=𝟏
(𝑷 𝒘,𝒄,𝒍 + 𝑩 𝒄,𝒍) − 𝑪𝒐𝒐𝒐 𝒘,𝒎)
𝑈 = �
𝒘=𝟏
�
𝒎=𝟏
𝑿 𝒘,𝒎 ∗ (�
𝒄=𝟏
�
𝒍=𝟏
𝑴𝑴𝑴𝑴𝑴𝑴𝑴 𝒎,𝒄,𝒍(𝑷 𝒘,𝒄,𝒍 + 𝑩 𝒄,𝒍) − 𝑪𝒐𝒐𝒐 𝒘, 𝒎) → 𝐦𝐦𝐦
Model
11
MKWI 2012, Braunschweig
28/2/2012-2/3/2012
𝑈 = �
𝒘=𝟏
�
𝒎=𝟏
𝑿 𝒘,𝒎 ∗ (�
𝒄=𝟏
�
𝒍=𝟏
𝑴𝑴𝑴𝑴𝑴𝑴𝑴 𝒎,𝒄,𝒍(𝑷 𝒘,𝒄,𝒍 + 𝑩 𝒄,𝒍) − 𝑪𝒐𝒐𝒐 𝒘,𝒎) → 𝐦𝐦𝐦
Target function
1 �
𝒘=𝟏
� 𝑿 𝒘,𝒎 ∗
𝒎=𝟏
𝑴𝑴𝑴𝑴𝑴 𝒎 ≤ 𝑾𝑾𝑾𝑾𝑾 𝒄,𝒍 , ∀ 𝑾
(2) 𝑿 𝒘,𝒎 ∗ 𝑾 𝒄,𝒍 = 𝑿 𝒘,𝒎 ∗ 𝑴𝑴𝑴𝑴 𝒄,𝒍 , ∀ 𝑾
Constraints
Conclusion and Challanges
• Competence determination
– Assessing competences
– Keeping competences up to date
– Organisational competence development strategy
• Cost and Benefit
– Measurment of tangible and intangible benefits
– Development of costs and benefit (linearity, non-linearity)
– Assessment and weighting of personal benefits for workers
• Worker’s allocation in project
12
MKWI 2012, Braunschweig
28/2/2012-2/3/2012
Outlook
• Evaluation of the model in a case study
• Study knowledge work practices in human
resource development
• Study decission processes in human recource
development
<<meeting>> 13
Coordinator: Centro di Ricerca in Matematica Pura ed Applicata - CRMPA – Italy
aristotele.info@crmpa.unisa.it
Thank you
Any questions?

More Related Content

Viewers also liked

Professional studies slideshare(activity 2)
Professional studies slideshare(activity 2)Professional studies slideshare(activity 2)
Professional studies slideshare(activity 2)zanele ndebele
 
Life Science Grade 10-Cell Division
Life Science Grade 10-Cell DivisionLife Science Grade 10-Cell Division
Life Science Grade 10-Cell DivisionZiningi Mthembu
 
Bio 100 Chapter 5
Bio 100 Chapter 5Bio 100 Chapter 5
Bio 100 Chapter 5wmk423
 
Bio 100 Chapter 17
Bio 100 Chapter 17Bio 100 Chapter 17
Bio 100 Chapter 17wmk423
 
Mitosis powerpoint
Mitosis powerpointMitosis powerpoint
Mitosis powerpointfarrellw
 
DNA structure, Functions and properties
DNA structure, Functions and propertiesDNA structure, Functions and properties
DNA structure, Functions and propertiesNamrata Chhabra
 
Cell Division Mitosis and Meiosis
Cell Division Mitosis and MeiosisCell Division Mitosis and Meiosis
Cell Division Mitosis and MeiosisCatherine Patterson
 

Viewers also liked (11)

Professional studies slideshare(activity 2)
Professional studies slideshare(activity 2)Professional studies slideshare(activity 2)
Professional studies slideshare(activity 2)
 
Microorganisms
MicroorganismsMicroorganisms
Microorganisms
 
Life Science Grade 10-Cell Division
Life Science Grade 10-Cell DivisionLife Science Grade 10-Cell Division
Life Science Grade 10-Cell Division
 
Bio 100 Chapter 5
Bio 100 Chapter 5Bio 100 Chapter 5
Bio 100 Chapter 5
 
micro organisms
micro organismsmicro organisms
micro organisms
 
Bio 100 Chapter 17
Bio 100 Chapter 17Bio 100 Chapter 17
Bio 100 Chapter 17
 
Algae ii
Algae iiAlgae ii
Algae ii
 
Mitosis powerpoint
Mitosis powerpointMitosis powerpoint
Mitosis powerpoint
 
DNA Replication
 DNA Replication DNA Replication
DNA Replication
 
DNA structure, Functions and properties
DNA structure, Functions and propertiesDNA structure, Functions and properties
DNA structure, Functions and properties
 
Cell Division Mitosis and Meiosis
Cell Division Mitosis and MeiosisCell Division Mitosis and Meiosis
Cell Division Mitosis and Meiosis
 

Similar to Optimising allocation of knowledge workers to learning measures for competence development

Point of View on Integrated Learning Ver 1
Point of View on Integrated Learning Ver 1Point of View on Integrated Learning Ver 1
Point of View on Integrated Learning Ver 1Krishnan Nilakantan
 
Connecting the SMART work design approach to sociotechnical design principles...
Connecting the SMART work design approach to sociotechnical design principles...Connecting the SMART work design approach to sociotechnical design principles...
Connecting the SMART work design approach to sociotechnical design principles...Peter Oeij
 
Instructional Design
Instructional DesignInstructional Design
Instructional DesignRiva Warid
 
071203 Final Presentation From Cr In Lisbon
071203 Final Presentation From Cr In Lisbon071203 Final Presentation From Cr In Lisbon
071203 Final Presentation From Cr In Lisbonesangathan
 
Model Based Learning - the Learn PAd way
Model Based Learning - the Learn PAd wayModel Based Learning - the Learn PAd way
Model Based Learning - the Learn PAd wayAndrea Polini
 
Model Based Learning - The Learn PAd Way
Model Based Learning - The Learn PAd WayModel Based Learning - The Learn PAd Way
Model Based Learning - The Learn PAd WayProjectLearnPAd
 
BPM Cluster Meeting 2018
BPM Cluster Meeting 2018BPM Cluster Meeting 2018
BPM Cluster Meeting 2018Jan Claes
 
0000 introduction for EzzSteel Academy
0000 introduction for EzzSteel Academy 0000 introduction for EzzSteel Academy
0000 introduction for EzzSteel Academy Zakaria Ragab
 
SDL-LAB-MANUAL-CS606-common-for-all-the-faculties.pdf
SDL-LAB-MANUAL-CS606-common-for-all-the-faculties.pdfSDL-LAB-MANUAL-CS606-common-for-all-the-faculties.pdf
SDL-LAB-MANUAL-CS606-common-for-all-the-faculties.pdfpriyanshuurkade
 
Resume__May_2016__Datta Choudhari
Resume__May_2016__Datta ChoudhariResume__May_2016__Datta Choudhari
Resume__May_2016__Datta ChoudhariDatta Choudhari
 
Ejemplo artículonormasapa plantilla
Ejemplo artículonormasapa plantillaEjemplo artículonormasapa plantilla
Ejemplo artículonormasapa plantillaMilcon Montenegro
 
Introduction to Project Management
Introduction to Project ManagementIntroduction to Project Management
Introduction to Project ManagementIan Cammack
 
The effect of the OSGIPE learning model based on the Indonesian National Qual...
The effect of the OSGIPE learning model based on the Indonesian National Qual...The effect of the OSGIPE learning model based on the Indonesian National Qual...
The effect of the OSGIPE learning model based on the Indonesian National Qual...IJAEMSJORNAL
 
Metis project deliverable D3.2: Draft of pilot workshop
Metis project deliverable D3.2: Draft of pilot workshopMetis project deliverable D3.2: Draft of pilot workshop
Metis project deliverable D3.2: Draft of pilot workshopYishay Mor
 
Enterprise Architecture for Small and Medium-Sized Enterprises: PhD Overview
Enterprise Architecture for Small and Medium-Sized Enterprises: PhD OverviewEnterprise Architecture for Small and Medium-Sized Enterprises: PhD Overview
Enterprise Architecture for Small and Medium-Sized Enterprises: PhD OverviewMaxime Bernaert
 
Integrating Generative AI into Educational Practices.pdf
Integrating Generative AI into Educational Practices.pdfIntegrating Generative AI into Educational Practices.pdf
Integrating Generative AI into Educational Practices.pdfErika Fille Legara
 
IRJET - Student's Academic Performance Forecasting: Survey
IRJET -  	  Student's Academic Performance Forecasting: SurveyIRJET -  	  Student's Academic Performance Forecasting: Survey
IRJET - Student's Academic Performance Forecasting: SurveyIRJET Journal
 
Tqr staff capability development 2010
Tqr staff capability development 2010Tqr staff capability development 2010
Tqr staff capability development 2010Colleen Hodgins
 
HOW DOES TECHNOLOGY LEADERS PROGRAM (TLP) ENHANCE MACHINE LEARNING AND AI EXP...
HOW DOES TECHNOLOGY LEADERS PROGRAM (TLP) ENHANCE MACHINE LEARNING AND AI EXP...HOW DOES TECHNOLOGY LEADERS PROGRAM (TLP) ENHANCE MACHINE LEARNING AND AI EXP...
HOW DOES TECHNOLOGY LEADERS PROGRAM (TLP) ENHANCE MACHINE LEARNING AND AI EXP...Plaksha University
 

Similar to Optimising allocation of knowledge workers to learning measures for competence development (20)

Point of View on Integrated Learning Ver 1
Point of View on Integrated Learning Ver 1Point of View on Integrated Learning Ver 1
Point of View on Integrated Learning Ver 1
 
Resume_MugdhaGalande_091516
Resume_MugdhaGalande_091516Resume_MugdhaGalande_091516
Resume_MugdhaGalande_091516
 
Connecting the SMART work design approach to sociotechnical design principles...
Connecting the SMART work design approach to sociotechnical design principles...Connecting the SMART work design approach to sociotechnical design principles...
Connecting the SMART work design approach to sociotechnical design principles...
 
Instructional Design
Instructional DesignInstructional Design
Instructional Design
 
071203 Final Presentation From Cr In Lisbon
071203 Final Presentation From Cr In Lisbon071203 Final Presentation From Cr In Lisbon
071203 Final Presentation From Cr In Lisbon
 
Model Based Learning - the Learn PAd way
Model Based Learning - the Learn PAd wayModel Based Learning - the Learn PAd way
Model Based Learning - the Learn PAd way
 
Model Based Learning - The Learn PAd Way
Model Based Learning - The Learn PAd WayModel Based Learning - The Learn PAd Way
Model Based Learning - The Learn PAd Way
 
BPM Cluster Meeting 2018
BPM Cluster Meeting 2018BPM Cluster Meeting 2018
BPM Cluster Meeting 2018
 
0000 introduction for EzzSteel Academy
0000 introduction for EzzSteel Academy 0000 introduction for EzzSteel Academy
0000 introduction for EzzSteel Academy
 
SDL-LAB-MANUAL-CS606-common-for-all-the-faculties.pdf
SDL-LAB-MANUAL-CS606-common-for-all-the-faculties.pdfSDL-LAB-MANUAL-CS606-common-for-all-the-faculties.pdf
SDL-LAB-MANUAL-CS606-common-for-all-the-faculties.pdf
 
Resume__May_2016__Datta Choudhari
Resume__May_2016__Datta ChoudhariResume__May_2016__Datta Choudhari
Resume__May_2016__Datta Choudhari
 
Ejemplo artículonormasapa plantilla
Ejemplo artículonormasapa plantillaEjemplo artículonormasapa plantilla
Ejemplo artículonormasapa plantilla
 
Introduction to Project Management
Introduction to Project ManagementIntroduction to Project Management
Introduction to Project Management
 
The effect of the OSGIPE learning model based on the Indonesian National Qual...
The effect of the OSGIPE learning model based on the Indonesian National Qual...The effect of the OSGIPE learning model based on the Indonesian National Qual...
The effect of the OSGIPE learning model based on the Indonesian National Qual...
 
Metis project deliverable D3.2: Draft of pilot workshop
Metis project deliverable D3.2: Draft of pilot workshopMetis project deliverable D3.2: Draft of pilot workshop
Metis project deliverable D3.2: Draft of pilot workshop
 
Enterprise Architecture for Small and Medium-Sized Enterprises: PhD Overview
Enterprise Architecture for Small and Medium-Sized Enterprises: PhD OverviewEnterprise Architecture for Small and Medium-Sized Enterprises: PhD Overview
Enterprise Architecture for Small and Medium-Sized Enterprises: PhD Overview
 
Integrating Generative AI into Educational Practices.pdf
Integrating Generative AI into Educational Practices.pdfIntegrating Generative AI into Educational Practices.pdf
Integrating Generative AI into Educational Practices.pdf
 
IRJET - Student's Academic Performance Forecasting: Survey
IRJET -  	  Student's Academic Performance Forecasting: SurveyIRJET -  	  Student's Academic Performance Forecasting: Survey
IRJET - Student's Academic Performance Forecasting: Survey
 
Tqr staff capability development 2010
Tqr staff capability development 2010Tqr staff capability development 2010
Tqr staff capability development 2010
 
HOW DOES TECHNOLOGY LEADERS PROGRAM (TLP) ENHANCE MACHINE LEARNING AND AI EXP...
HOW DOES TECHNOLOGY LEADERS PROGRAM (TLP) ENHANCE MACHINE LEARNING AND AI EXP...HOW DOES TECHNOLOGY LEADERS PROGRAM (TLP) ENHANCE MACHINE LEARNING AND AI EXP...
HOW DOES TECHNOLOGY LEADERS PROGRAM (TLP) ENHANCE MACHINE LEARNING AND AI EXP...
 

More from ARISTOTELE

Ontology-based Standardization on Knowledge Exchange in Social Knowledge Mana...
Ontology-based Standardization on Knowledge Exchange in Social Knowledge Mana...Ontology-based Standardization on Knowledge Exchange in Social Knowledge Mana...
Ontology-based Standardization on Knowledge Exchange in Social Knowledge Mana...ARISTOTELE
 
Enterprise Systems for Competence Development
Enterprise Systems for Competence DevelopmentEnterprise Systems for Competence Development
Enterprise Systems for Competence DevelopmentARISTOTELE
 
Mapping Knowledge Activities with System Operations to Foster Information Sys...
Mapping Knowledge Activities with System Operations to Foster Information Sys...Mapping Knowledge Activities with System Operations to Foster Information Sys...
Mapping Knowledge Activities with System Operations to Foster Information Sys...ARISTOTELE
 
A semantic-based architecture for managing knowledge-intensive organizations:...
A semantic-based architecture for managing knowledge-intensive organizations:...A semantic-based architecture for managing knowledge-intensive organizations:...
A semantic-based architecture for managing knowledge-intensive organizations:...ARISTOTELE
 
Better Together: Exploring the Effects of Knowledge Application, Support for ...
Better Together: Exploring the Effects of Knowledge Application, Support for ...Better Together: Exploring the Effects of Knowledge Application, Support for ...
Better Together: Exploring the Effects of Knowledge Application, Support for ...ARISTOTELE
 
Identifying Collaboration Know-How from Action Patterns in Distributed Teams
Identifying Collaboration Know-How from Action Patterns in Distributed TeamsIdentifying Collaboration Know-How from Action Patterns in Distributed Teams
Identifying Collaboration Know-How from Action Patterns in Distributed TeamsARISTOTELE
 
ARISTOTELE presentation at the workshop "Informatics for enterprise processes"
ARISTOTELE presentation at the workshop "Informatics for enterprise processes"ARISTOTELE presentation at the workshop "Informatics for enterprise processes"
ARISTOTELE presentation at the workshop "Informatics for enterprise processes"ARISTOTELE
 
The Innovation Engine for Team Building – The EU Aristotele Approach From Ope...
The Innovation Engine for Team Building – The EU Aristotele Approach From Ope...The Innovation Engine for Team Building – The EU Aristotele Approach From Ope...
The Innovation Engine for Team Building – The EU Aristotele Approach From Ope...ARISTOTELE
 
Managing Semantic Models for representing Intangible Enterprise Assets: The A...
Managing Semantic Models for representing Intangible Enterprise Assets: The A...Managing Semantic Models for representing Intangible Enterprise Assets: The A...
Managing Semantic Models for representing Intangible Enterprise Assets: The A...ARISTOTELE
 
A Semantic Approach for Improving Competence Assessment in Organizations
A Semantic Approach for Improving Competence Assessment in OrganizationsA Semantic Approach for Improving Competence Assessment in Organizations
A Semantic Approach for Improving Competence Assessment in OrganizationsARISTOTELE
 
Design Principles for Competence-based Recommender Systems
Design Principles for Competence-based Recommender SystemsDesign Principles for Competence-based Recommender Systems
Design Principles for Competence-based Recommender SystemsARISTOTELE
 
The ARISTOTELE Project for Governing Human Capital Intangible Assets
The ARISTOTELE Project for Governing Human Capital Intangible AssetsThe ARISTOTELE Project for Governing Human Capital Intangible Assets
The ARISTOTELE Project for Governing Human Capital Intangible AssetsARISTOTELE
 
ARISTOTELE project overview
ARISTOTELE project overviewARISTOTELE project overview
ARISTOTELE project overviewARISTOTELE
 
Knowledge Building with Semantic Schema in Enterprise: The ARISTOTELE Approach
Knowledge Building with Semantic Schema in Enterprise: The ARISTOTELE Approach Knowledge Building with Semantic Schema in Enterprise: The ARISTOTELE Approach
Knowledge Building with Semantic Schema in Enterprise: The ARISTOTELE Approach ARISTOTELE
 

More from ARISTOTELE (14)

Ontology-based Standardization on Knowledge Exchange in Social Knowledge Mana...
Ontology-based Standardization on Knowledge Exchange in Social Knowledge Mana...Ontology-based Standardization on Knowledge Exchange in Social Knowledge Mana...
Ontology-based Standardization on Knowledge Exchange in Social Knowledge Mana...
 
Enterprise Systems for Competence Development
Enterprise Systems for Competence DevelopmentEnterprise Systems for Competence Development
Enterprise Systems for Competence Development
 
Mapping Knowledge Activities with System Operations to Foster Information Sys...
Mapping Knowledge Activities with System Operations to Foster Information Sys...Mapping Knowledge Activities with System Operations to Foster Information Sys...
Mapping Knowledge Activities with System Operations to Foster Information Sys...
 
A semantic-based architecture for managing knowledge-intensive organizations:...
A semantic-based architecture for managing knowledge-intensive organizations:...A semantic-based architecture for managing knowledge-intensive organizations:...
A semantic-based architecture for managing knowledge-intensive organizations:...
 
Better Together: Exploring the Effects of Knowledge Application, Support for ...
Better Together: Exploring the Effects of Knowledge Application, Support for ...Better Together: Exploring the Effects of Knowledge Application, Support for ...
Better Together: Exploring the Effects of Knowledge Application, Support for ...
 
Identifying Collaboration Know-How from Action Patterns in Distributed Teams
Identifying Collaboration Know-How from Action Patterns in Distributed TeamsIdentifying Collaboration Know-How from Action Patterns in Distributed Teams
Identifying Collaboration Know-How from Action Patterns in Distributed Teams
 
ARISTOTELE presentation at the workshop "Informatics for enterprise processes"
ARISTOTELE presentation at the workshop "Informatics for enterprise processes"ARISTOTELE presentation at the workshop "Informatics for enterprise processes"
ARISTOTELE presentation at the workshop "Informatics for enterprise processes"
 
The Innovation Engine for Team Building – The EU Aristotele Approach From Ope...
The Innovation Engine for Team Building – The EU Aristotele Approach From Ope...The Innovation Engine for Team Building – The EU Aristotele Approach From Ope...
The Innovation Engine for Team Building – The EU Aristotele Approach From Ope...
 
Managing Semantic Models for representing Intangible Enterprise Assets: The A...
Managing Semantic Models for representing Intangible Enterprise Assets: The A...Managing Semantic Models for representing Intangible Enterprise Assets: The A...
Managing Semantic Models for representing Intangible Enterprise Assets: The A...
 
A Semantic Approach for Improving Competence Assessment in Organizations
A Semantic Approach for Improving Competence Assessment in OrganizationsA Semantic Approach for Improving Competence Assessment in Organizations
A Semantic Approach for Improving Competence Assessment in Organizations
 
Design Principles for Competence-based Recommender Systems
Design Principles for Competence-based Recommender SystemsDesign Principles for Competence-based Recommender Systems
Design Principles for Competence-based Recommender Systems
 
The ARISTOTELE Project for Governing Human Capital Intangible Assets
The ARISTOTELE Project for Governing Human Capital Intangible AssetsThe ARISTOTELE Project for Governing Human Capital Intangible Assets
The ARISTOTELE Project for Governing Human Capital Intangible Assets
 
ARISTOTELE project overview
ARISTOTELE project overviewARISTOTELE project overview
ARISTOTELE project overview
 
Knowledge Building with Semantic Schema in Enterprise: The ARISTOTELE Approach
Knowledge Building with Semantic Schema in Enterprise: The ARISTOTELE Approach Knowledge Building with Semantic Schema in Enterprise: The ARISTOTELE Approach
Knowledge Building with Semantic Schema in Enterprise: The ARISTOTELE Approach
 

Recently uploaded

Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubKalema Edgar
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...Fwdays
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brandgvaughan
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfAlex Barbosa Coqueiro
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsRizwan Syed
 
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024BookNet Canada
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Patryk Bandurski
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsMark Billinghurst
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Neo4j
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii SoldatenkoFwdays
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupFlorian Wilhelm
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsMemoori
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024The Digital Insurer
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr LapshynFwdays
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsMiki Katsuragi
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebUiPathCommunity
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April  Automation LPDGAPIForce Zurich 5 April  Automation LPDG
APIForce Zurich 5 April Automation LPDGMarianaLemus7
 
Science&tech:THE INFORMATION AGE STS.pdf
Science&tech:THE INFORMATION AGE STS.pdfScience&tech:THE INFORMATION AGE STS.pdf
Science&tech:THE INFORMATION AGE STS.pdfjimielynbastida
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationRidwan Fadjar
 

Recently uploaded (20)

Unleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding ClubUnleash Your Potential - Namagunga Girls Coding Club
Unleash Your Potential - Namagunga Girls Coding Club
 
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks..."LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
"LLMs for Python Engineers: Advanced Data Analysis and Semantic Kernel",Oleks...
 
WordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your BrandWordPress Websites for Engineers: Elevate Your Brand
WordPress Websites for Engineers: Elevate Your Brand
 
Unraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdfUnraveling Multimodality with Large Language Models.pdf
Unraveling Multimodality with Large Language Models.pdf
 
Scanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL CertsScanning the Internet for External Cloud Exposures via SSL Certs
Scanning the Internet for External Cloud Exposures via SSL Certs
 
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
Transcript: New from BookNet Canada for 2024: BNC BiblioShare - Tech Forum 2024
 
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
Integration and Automation in Practice: CI/CD in Mule Integration and Automat...
 
Human Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR SystemsHuman Factors of XR: Using Human Factors to Design XR Systems
Human Factors of XR: Using Human Factors to Design XR Systems
 
Vulnerability_Management_GRC_by Sohang Sengupta.pptx
Vulnerability_Management_GRC_by Sohang Sengupta.pptxVulnerability_Management_GRC_by Sohang Sengupta.pptx
Vulnerability_Management_GRC_by Sohang Sengupta.pptx
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024
 
"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko"Debugging python applications inside k8s environment", Andrii Soldatenko
"Debugging python applications inside k8s environment", Andrii Soldatenko
 
Streamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project SetupStreamlining Python Development: A Guide to a Modern Project Setup
Streamlining Python Development: A Guide to a Modern Project Setup
 
AI as an Interface for Commercial Buildings
AI as an Interface for Commercial BuildingsAI as an Interface for Commercial Buildings
AI as an Interface for Commercial Buildings
 
My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024My INSURER PTE LTD - Insurtech Innovation Award 2024
My INSURER PTE LTD - Insurtech Innovation Award 2024
 
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
"Federated learning: out of reach no matter how close",Oleksandr Lapshyn
 
Vertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering TipsVertex AI Gemini Prompt Engineering Tips
Vertex AI Gemini Prompt Engineering Tips
 
Dev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio WebDev Dives: Streamline document processing with UiPath Studio Web
Dev Dives: Streamline document processing with UiPath Studio Web
 
APIForce Zurich 5 April Automation LPDG
APIForce Zurich 5 April  Automation LPDGAPIForce Zurich 5 April  Automation LPDG
APIForce Zurich 5 April Automation LPDG
 
Science&tech:THE INFORMATION AGE STS.pdf
Science&tech:THE INFORMATION AGE STS.pdfScience&tech:THE INFORMATION AGE STS.pdf
Science&tech:THE INFORMATION AGE STS.pdf
 
My Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 PresentationMy Hashitalk Indonesia April 2024 Presentation
My Hashitalk Indonesia April 2024 Presentation
 

Optimising allocation of knowledge workers to learning measures for competence development

  • 1. Collaborative Project – FP7- ICT- 2009 - 257886 Optimising allocation of knowledge workers to learning measures for competence development Gabriela Waldhart Stefan Thalmann Ronald Maier
  • 2. Agenda MKWI 2012, Braunschweig 28/2/2012-2/3/2012 ARISTOTELE project research question conclusion & outlook HR development work practice study design and output model
  • 3. ARISTOTELE Project work processes expertise community services key performance indicators creativity of knowledge workers agility of organizations team creation contentknowledge managementcollaboration patterns solid knowledge personalization competencies human resource management innovation semantics collaborative learning ontologies collective intelligence knowledge work didactic models time to proficiency social collaboration adaptive systems personal working and learning environment MKWI 2012, Braunschweig 28/2/2012-2/3/2012
  • 4. Study Design • 11 semi-structured interviews in two organisations • Open-ended questions covering the domains of business process management and HRM (competence management, knowledge management, and innovation management) • Interview partners represented key roles in the organization (e.g. IT-department manager, project manager, HR manager) • Analysis with respect to an evaluation schema comprising details on setting, actors, task goals, plans, evaluation, actions, and events MKWI 2012, Braunschweig 28/2/2012-2/3/2012
  • 5. Study Results • Eight knowledge work practices in the areas of knowledge management, innovation management and competence management • Basis for requirements elicitation process for models, methodologies and tools 5 MKWI 2012, Braunschweig 28/2/2012-2/3/2012
  • 6. Work pracitce: HR Development MKWI 2012, Braunschweig 28/2/2012-2/3/2012
  • 7. Research Question Which learning measures should be performed by which worker to develop a required competence? 7 MKWI 2012, Braunschweig 28/2/2012-2/3/2012
  • 8. Model 8 Task in a project Competence Worker Learning measure has and/or wants to improverequires performs develops gets assigned MKWI 2012, Braunschweig 28/2/2012-2/3/2012 𝑿 𝑾,𝑴 𝑷 𝑾,𝑪,𝑳 𝑪𝒐𝒐𝒐 𝑾,𝑴 𝑩 𝑪,𝑳 …combination of knowledge, skills and attitudes. …one or a sum of e-learning courses, workplace learning, formal or informal trainings inside or outside the organisation. …used to learning and improving their competences to solve their everyday complex, ill-structured problems. …one or a sum of e-learning courses, workplace learning, formal or informal trainings inside or outside the organisation.
  • 9. Model 9 Task in a project Competence Worker Learning measure has and/or wants to improverequires performes developes gets assigned MKWI 2012, Braunschweig 28/2/2012-2/3/2012 𝑿 𝑾,𝑴 𝑷 𝑾,𝑪,𝑳 𝑪𝒐𝒐𝒐 𝑾,𝑴 𝑩 𝑪,𝑳
  • 10. Model 10 MKWI 2012, Braunschweig 28/2/2012-2/3/2012 𝑿 𝒘,𝒎 𝑷 𝒘,𝒄,𝒍 𝑪𝒐𝒐𝒐 𝒘,𝒎 𝑩 𝒄,𝒍 𝑈 = � 𝒘=𝟏 � 𝒎=𝟏 𝑈 = � 𝒘=𝟏 � 𝒎=𝟏 𝑿 𝒘,𝒎𝑈 = � 𝒘=𝟏 � 𝒎=𝟏 𝑿 𝒘,𝒎 ∗ (� 𝒄=𝟏 � 𝒍=𝟏 (𝑷 𝒘,𝒄,𝒍 + 𝑩 𝒄,𝒍) − 𝑪𝒐𝒐𝒐 𝒘,𝒎)
  • 11. 𝑈 = � 𝒘=𝟏 � 𝒎=𝟏 𝑿 𝒘,𝒎 ∗ (� 𝒄=𝟏 � 𝒍=𝟏 𝑴𝑴𝑴𝑴𝑴𝑴𝑴 𝒎,𝒄,𝒍(𝑷 𝒘,𝒄,𝒍 + 𝑩 𝒄,𝒍) − 𝑪𝒐𝒐𝒐 𝒘, 𝒎) → 𝐦𝐦𝐦 Model 11 MKWI 2012, Braunschweig 28/2/2012-2/3/2012 𝑈 = � 𝒘=𝟏 � 𝒎=𝟏 𝑿 𝒘,𝒎 ∗ (� 𝒄=𝟏 � 𝒍=𝟏 𝑴𝑴𝑴𝑴𝑴𝑴𝑴 𝒎,𝒄,𝒍(𝑷 𝒘,𝒄,𝒍 + 𝑩 𝒄,𝒍) − 𝑪𝒐𝒐𝒐 𝒘,𝒎) → 𝐦𝐦𝐦 Target function 1 � 𝒘=𝟏 � 𝑿 𝒘,𝒎 ∗ 𝒎=𝟏 𝑴𝑴𝑴𝑴𝑴 𝒎 ≤ 𝑾𝑾𝑾𝑾𝑾 𝒄,𝒍 , ∀ 𝑾 (2) 𝑿 𝒘,𝒎 ∗ 𝑾 𝒄,𝒍 = 𝑿 𝒘,𝒎 ∗ 𝑴𝑴𝑴𝑴 𝒄,𝒍 , ∀ 𝑾 Constraints
  • 12. Conclusion and Challanges • Competence determination – Assessing competences – Keeping competences up to date – Organisational competence development strategy • Cost and Benefit – Measurment of tangible and intangible benefits – Development of costs and benefit (linearity, non-linearity) – Assessment and weighting of personal benefits for workers • Worker’s allocation in project 12 MKWI 2012, Braunschweig 28/2/2012-2/3/2012
  • 13. Outlook • Evaluation of the model in a case study • Study knowledge work practices in human resource development • Study decission processes in human recource development <<meeting>> 13
  • 14. Coordinator: Centro di Ricerca in Matematica Pura ed Applicata - CRMPA – Italy aristotele.info@crmpa.unisa.it Thank you Any questions?