Skip to main content

2020 | OriginalPaper | Buchkapitel

Competence Mining to Improve Training Programs

verfasst von : Ildikó Szabó, Katalin Ternai, Szabina Fodor

Erschienen in: Innovative Technologies and Learning

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Analysing of competence and skill shortage or surpluses is essential for educational institutes to prepare their students for satisfying labour market needs in time and comprehensively. Currently, changes in labour market needs are influenced by not just economical but also technological factors. ICT and digitalization play key roles in transformations of business processes including employees’ competences in executing these processes smoothly and effectively. Our research goal is to develop a competence mining method to identify and extract competences needed to fill job vacancies. Based on this new information the educational programs can be refined. This paper presents how to use business process models to extract competences from job vacancies and how this method evolved in time and what its contribution is to the training development based on learning outcome. Competence concept has a crucial role in this method, but it is defined on a broad scale that causes terminological diversity.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Fußnoten
1
Formerly the Joint Information Systems Committee (https://​www.​jisc.​ac.​uk).
 
2
Organisation for Economic Co-operation and Development.
 
4
Centre Européen pour le Développement de la Formation Professionnelle.
 
5
BOC Group: Business Process Management with Adonis, http://​www.​boc-group.​com/​products/​adonis/​en/​.
 
6
The BPMN model and the transformation program are available on the GitHub (https://​github.​com/​szabinaf/​BPM2OWL/​).
 
8
TF·IDF (term frequency-inverse document frequency): a statistical measure that evaluates how relevant a word is to a document in a collection of documents.
 
9
The “ability” and “able” as keywords were used to describe the meaning of competence.
 
Literatur
3.
Zurück zum Zitat Rasika, L., Lim, F.C., Haslinda, A.: Strengths and weaknesses of education 4.0 in the higher education institution. Int. J. Innovative Technol. Exploring Eng. (IJITEE) 9(2S3) (2019). ISSN: 2278-3075 Rasika, L., Lim, F.C., Haslinda, A.: Strengths and weaknesses of education 4.0 in the higher education institution. Int. J. Innovative Technol. Exploring Eng. (IJITEE) 9(2S3) (2019). ISSN: 2278-3075
4.
Zurück zum Zitat Akgül, H.: Examining the impact of industry 4.0 on education. J. Awareness (JoA) 5, 159–168 (2020) Akgül, H.: Examining the impact of industry 4.0 on education. J. Awareness (JoA) 5, 159–168 (2020)
5.
Zurück zum Zitat Rowe, C.: Clarifying the use of competence and competency models in recruitment, assessment and staff development. Ind. Commercial Training 27, 12–17 (1995)CrossRef Rowe, C.: Clarifying the use of competence and competency models in recruitment, assessment and staff development. Ind. Commercial Training 27, 12–17 (1995)CrossRef
6.
Zurück zum Zitat Hecklau, F., Galeitzke, M., Flachs, S., Kohl, H.: Holistic approach for human resource management in industry 4.0. Procedia CIRP 54, 1–6 (2016) Hecklau, F., Galeitzke, M., Flachs, S., Kohl, H.: Holistic approach for human resource management in industry 4.0. Procedia CIRP 54, 1–6 (2016)
7.
Zurück zum Zitat Wikle, T.A., Fagin, T.D.: Hard and soft skills in preparing GIS professionals: comparing perceptions of employers and educators. Trans. GIS 19, 641–652 (2015)CrossRef Wikle, T.A., Fagin, T.D.: Hard and soft skills in preparing GIS professionals: comparing perceptions of employers and educators. Trans. GIS 19, 641–652 (2015)CrossRef
8.
Zurück zum Zitat Lippman, L.H., Ryberg, R., Carney, R., Moore, K.: Workforce connections: key “soft skills” that foster youth workforce success: toward a consensus across fields | VOCED plus, the international tertiary education and research database. Child Trends publication (2015) Lippman, L.H., Ryberg, R., Carney, R., Moore, K.: Workforce connections: key “soft skills” that foster youth workforce success: toward a consensus across fields | VOCED plus, the international tertiary education and research database. Child Trends publication (2015)
11.
Zurück zum Zitat Forehand, M.: Bloom’s taxonomy. Emerg. Perspect. Learn. Teach. Technol. 41, 47–56 (2010) Forehand, M.: Bloom’s taxonomy. Emerg. Perspect. Learn. Teach. Technol. 41, 47–56 (2010)
12.
Zurück zum Zitat OECD: Getting Skills Right: Skills for Jobs Indicators. OECD (2017) OECD: Getting Skills Right: Skills for Jobs Indicators. OECD (2017)
14.
Zurück zum Zitat Bakhshi, H., Downing, J.M., Osborne, M.A., Schneider, P.: The future of skills: employment in 2030. Pearson (2017) Bakhshi, H., Downing, J.M., Osborne, M.A., Schneider, P.: The future of skills: employment in 2030. Pearson (2017)
17.
Zurück zum Zitat Jackson, D.A., Somers, K.M., Harvey, H.H.: Similarity coefficients: measures of co-occurrence and association or simply measures of occurrence? Am. Nat. 133, 436–453 (1989)CrossRef Jackson, D.A., Somers, K.M., Harvey, H.H.: Similarity coefficients: measures of co-occurrence and association or simply measures of occurrence? Am. Nat. 133, 436–453 (1989)CrossRef
Metadaten
Titel
Competence Mining to Improve Training Programs
verfasst von
Ildikó Szabó
Katalin Ternai
Szabina Fodor
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-63885-6_17