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Knowledge accelerator by transversal competences and multivariate adaptive regression splines

Author

Listed:
  • Magdalena Graczyk-Kucharska

    (Poznan University of Technology)

  • Ayse Özmen

    (University of Calgary)

  • Maciej Szafrański

    (Poznan University of Technology)

  • Gerhard Wilhelm Weber

    (Poznan University of Technology
    Middle East Technical University)

  • Marek Golińśki

    (Poznan University of Technology)

  • Małgorzata Spychała

    (Poznan University of Technology)

Abstract

Transversal competences constitute a set of the knowledge, skills, and attitudes required for various positions and in different professions. Such competences include: entrepreneurship, teamwork, creativity, and communicativeness; they are increasingly listed by employers in different countries as the key requirements in the labor market. The article presents the model of accelerating the process of acquiring transversal competences, developed based on the analysis of data collected in four countries of the European Union: Poland, Finland, Slovakia, and Slovenia. In the analysis, multivariate additive regression spline method was used, along with artificial neural networks, in order to create the best model describing the influence of different variables on the acceleration of acquiring transversal competences. Herewith, we demonstrated that by accelerating the acquisition of the transversal competence of entrepreneurship is influenced by the following factors: rank of the training method in the developed matrix, student numbers and the weighted average of the pace of acceleration regarding the acquisition of the remaining transversal competences, i.e., teamwork, communicativeness and creativity by the given student. The results validate our new method of the acceleration of acquiring transversal competences by students. Students may be from various higher education institutions in different countries. Developed results may be used in the course of education within the framework of the already planned vocational courses and for developing the skills required by employers for various positions and in different professions.

Suggested Citation

  • Magdalena Graczyk-Kucharska & Ayse Özmen & Maciej Szafrański & Gerhard Wilhelm Weber & Marek Golińśki & Małgorzata Spychała, 2020. "Knowledge accelerator by transversal competences and multivariate adaptive regression splines," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 28(2), pages 645-669, June.
  • Handle: RePEc:spr:cejnor:v:28:y:2020:i:2:d:10.1007_s10100-019-00636-x
    DOI: 10.1007/s10100-019-00636-x
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    References listed on IDEAS

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    Cited by:

    1. Andrea Horváthová & Michal Hrnčiar & Eva Rievajová, 2022. "Changes in the skills of the workforce for future development of the labor market in the Slovak Republic," Entrepreneurship and Sustainability Issues, VsI Entrepreneurship and Sustainability Center, vol. 9(4), pages 212-224, June.
    2. Reza Lotfi & Kiana Kheiri & Ali Sadeghi & Erfan Babaee Tirkolaee, 2024. "An extended robust mathematical model to project the course of COVID-19 epidemic in Iran," Annals of Operations Research, Springer, vol. 339(3), pages 1499-1523, August.
    3. Malgorzata Spychala & Tomasz Stachurski, 2021. "Model of Improving Communication Competences of Managers," European Research Studies Journal, European Research Studies Journal, vol. 0(Special 5), pages 426-438.
    4. Ayşe Özmen & Yuriy Zinchenko & Gerhard-Wilhelm Weber, 2023. "Robust multivariate adaptive regression splines under cross-polytope uncertainty: an application in a natural gas market," Annals of Operations Research, Springer, vol. 324(1), pages 1337-1367, May.
    5. Pedro Antonio Martín Cervantes & Nuria Rueda López & Salvador Cruz Rambaud, 2020. "The Relative Importance of Globalization and Public Expenditure on Life Expectancy in Europe: An Approach Based on MARS Methodology," IJERPH, MDPI, vol. 17(22), pages 1-20, November.

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