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Automatic modelling of networked innovation outsourcing-oriented talent competency in the era of artificial intelligence

Author

Listed:
  • Yanmin Guan

    (Cangzhou Jiaotong College)

  • Na Wang

    (Cangzhou Jiaotong College)

Abstract

Under economic globalization, networked innovation outsourcing has become a crucial direction of enterprise innovation, and the continuous development of artificial intelligence (AI) technology is bound to quickly replace the standardized, process-oriented, and highly repetitive basic posts. To promote the continuous innovation of enterprises and prevent innovative talents from being replaced by AI, this paper studies the core competencies (CC) of networked innovation outsourcing-oriented talents. First, the user information is input to construct the talent skill structure, and, consequently, the automatically networked innovation outsourcing-oriented talent CC evaluation model is implemented. The simulation experiment selects 100 graduate students of business school and divides them into two groups to complete the input and modeling process of talent skill structure information in different ways. Afterward, the accuracy and integrity of the automatic talent skill structure model are verified through the combination of experiment and expert review. The matching similarity calculation method is used to obtain the matching type between the task demand CC and the talent CC. Regarding talent matching, the proposed talent CC evaluation model can well match relevant tasks, and the highest matching value between the selected talents and tasks is 0.88. The relevant experience of talents is highly related to the task CC. To sum up, the proposed networked innovation outsourcing-oriented talent CC evaluation model can effectively promote the online automatic matching between networked innovation outsourcing-oriented tasks and talents.

Suggested Citation

  • Yanmin Guan & Na Wang, 2023. "Automatic modelling of networked innovation outsourcing-oriented talent competency in the era of artificial intelligence," International Journal of System Assurance Engineering and Management, Springer;The Society for Reliability, Engineering Quality and Operations Management (SREQOM),India, and Division of Operation and Maintenance, Lulea University of Technology, Sweden, vol. 14(1), pages 408-414, February.
    • Handle: RePEc:spr:ijsaem:v:14:y:2023:i:1:d:10.1007_s13198-022-01810-2
    DOI: 10.1007/s13198-022-01810-2
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    References listed on IDEAS

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    1. Zachary Cohle, 2019. "Explaining the Current Innovative R&D Outsourcing to Developing Countries," Journal of Industry, Competition and Trade, Springer, vol. 19(2), pages 211-234, June.
    2. Joan De Jong & Robert J. Blomme & Xander D. Lub, 2018. "Unlocking the potential of outsourcing, the key: authentic leadership as accelerator of open innovation," International Journal of Business and Globalisation, Inderscience Enterprises Ltd, vol. 20(4), pages 557-577.
    3. Irene Bertschek & Daniel Erdsiek & Manuel Trenz, 2017. "IT Outsourcing—A Source of Innovation? Microeconometric Evidence for Germany," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 38(7), pages 941-954, October.
    4. Kunyoung Hong & Boyoung Kim, 2020. "Organizational Resource and Innovativeness to Sustainable Design Outsourcing Service," Sustainability, MDPI, vol. 12(13), pages 1-16, June.
    5. Verwaal, Ernst, 2017. "Global outsourcing, explorative innovation and firm financial performance: A knowledge-exchange based perspective," Journal of World Business, Elsevier, vol. 52(1), pages 17-27.
    6. William R. Kerr, 2020. "The Gift of Global Talent: Innovation Policy and the Economy," Innovation Policy and the Economy, University of Chicago Press, vol. 20(1), pages 1-37.
    7. Jiekun Song & Xiaoping Ma & Rui Chen, 2021. "A Profit Distribution Model of Reverse Logistics Based on Fuzzy DEA Efficiency—Modified Shapley Value," Sustainability, MDPI, vol. 13(13), pages 1-20, June.
    8. Tojeiro-Rivero, Damián & Moreno, Rosina, 2019. "Technological cooperation, R&D outsourcing, and innovation performance at the firm level: The role of the regional context," Research Policy, Elsevier, vol. 48(7), pages 1798-1808.
    9. Huiqin Zhang & Ting Deng & Meng Wang & Xudong Chen, 2019. "Content Analysis of Talent Policy on Promoting Sustainable Development of Talent: Taking Sichuan Province as an Example," Sustainability, MDPI, vol. 11(9), pages 1-17, April.
    10. Michela Pellicelli, 2018. "Gaining Flexibility and Innovation through Offshore Outsourcing," Sustainability, MDPI, vol. 10(5), pages 1-12, May.
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