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Optimising allocation of knowledge workers to learning measures for competence development

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ARISTOTELE presentation at MKWI 2012 at the multi-conference information systems (MKWI), the traditional forum of the German speaking information systems community. The conference features a track for employing ERP software in teaching. Learn more on http://www.aristotele-ip.eu/
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Collaborative Project – FP7- ICT- 2009 - 257886 Optimising allocation of knowledge workers to learning measures for competence development Gabriela Waldhart Stefan Thalmann Ronald Maier
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Page 1: Optimising allocation of knowledge workers to learning measures for competence development

Collaborative Project – FP7- ICT- 2009 - 257886

Optimising allocation of knowledge workers to learning measures for

competence development

Gabriela Waldhart Stefan Thalmann

Ronald Maier

Page 3: Optimising allocation of knowledge workers to learning measures for competence development

ARISTOTELE Project work processes expertise community services

key performance indicators creativity of knowledge workers agility

of organizations team creation content knowledge management collaboration 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

Page 4: Optimising allocation of knowledge workers to learning measures for competence development

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

Page 5: Optimising allocation of knowledge workers to learning measures for competence development

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

Page 6: Optimising allocation of knowledge workers to learning measures for competence development

Work pracitce: HR Development

MKWI 2012, Braunschweig 28/2/2012-2/3/2012

Page 7: Optimising allocation of knowledge workers to learning measures for competence development

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

Page 8: Optimising allocation of knowledge workers to learning measures for competence development

Model

8

Task in a project

Competence

Worker

Learning measure

has and/or wants to improve requires

performs

develops

gets assigned

MKWI 2012, Braunschweig 28/2/2012-2/3/2012

𝑿𝑾,𝑴

𝑷𝑾,𝑪,𝑳

𝑪𝒐𝒐𝒐𝑾,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.

Page 9: Optimising allocation of knowledge workers to learning measures for competence development

Model

9

Task in a project

Competence

Worker

Learning measure

has and/or wants to improve requires

performes

developes

gets assigned

MKWI 2012, Braunschweig 28/2/2012-2/3/2012

𝑿𝑾,𝑴

𝑷𝑾,𝑪,𝑳

𝑪𝒐𝒐𝒐𝑾,𝑴

𝑩 𝑪,𝑳

Page 10: Optimising allocation of knowledge workers to learning measures for competence development

Model

10 MKWI 2012, Braunschweig

28/2/2012-2/3/2012

𝑿𝒘,𝒎

𝑷𝒘,𝒄,𝒍

𝑪𝒐𝒐𝒐𝒘,𝒎

𝑩 𝒄,𝒍

𝑈 = � 𝒘=𝟏

� 𝒎=𝟏

𝑈 = � 𝒘=𝟏

� 𝒎=𝟏

𝑿𝒘,𝒎

𝑈 = � 𝒘=𝟏

� 𝒎=𝟏

𝑿𝒘,𝒎 ∗ (� 𝒄=𝟏

� 𝒍=𝟏

(𝑷𝒘,𝒄,𝒍 + 𝑩 𝒄,𝒍) − 𝑪𝒐𝒐𝒐𝒘,𝒎)

Page 11: Optimising allocation of knowledge workers to learning measures for competence development

𝑈 = � 𝒘=𝟏

� 𝒎=𝟏

𝑿𝒘,𝒎 ∗ (� 𝒄=𝟏

� 𝒍=𝟏

𝑴𝑴𝑴𝑴𝑴𝑴𝑴 𝒎,𝒄,𝒍(𝑷𝒘,𝒄,𝒍 + 𝑩 𝒄,𝒍) − 𝑪𝒐𝒐𝒐𝒘, 𝒎) → 𝐦𝐦𝐦

Model

11 MKWI 2012, Braunschweig

28/2/2012-2/3/2012

𝑈 = � 𝒘=𝟏

� 𝒎=𝟏

𝑿𝒘,𝒎 ∗ (� 𝒄=𝟏

� 𝒍=𝟏

𝑴𝑴𝑴𝑴𝑴𝑴𝑴 𝒎,𝒄,𝒍(𝑷𝒘,𝒄,𝒍 + 𝑩 𝒄,𝒍) − 𝑪𝒐𝒐𝒐𝒘,𝒎) → 𝐦𝐦𝐦

Target function

1 � 𝒘=𝟏

� 𝑿𝒘,𝒎 ∗ 𝒎=𝟏

𝑴𝑴𝑴𝒎𝑴𝒎 ≤ 𝑾𝑴𝑴𝒎𝑴𝒄,𝒍 ,∀ 𝑾

(2) 𝑿𝒘,𝒎 ∗𝑾𝒄,𝒍 = 𝑿𝒘,𝒎 ∗𝑴𝑴𝑴𝑴𝒄,𝒍 ,∀ 𝑾

Constraints

Page 12: Optimising allocation of knowledge workers to learning measures for competence development

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

Page 13: Optimising allocation of knowledge workers to learning measures for competence development

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

Page 14: Optimising allocation of knowledge workers to learning measures for competence development

Coordinator: Centro di Ricerca in Matematica Pura ed Applicata - CRMPA – Italy [email protected]

Thank you

Any questions?


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