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September 10, 2025European Conference on Knowledge ManagementOpen Access

GenAI-Assisted Knowledge Generation: A Case Study on Human- Machine Collaboration Through the SECI Model

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Authors

GLGiuseppe LiccardoParthenope University of NaplesRCRoberto CerchioneParthenope University of Naples

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Implication

Exploratory case study shows GenAI transforms knowledge creation in cybersecurity, indicating new human-machine collaboration dynamics.

Key Points

  • GenAI significantly enhances knowledge creation across SECI phases, particularly externalization and internalization, within a cybersecurity context.
  • The impact on socialization is more ambiguous, raising concerns about critical thinking and peer learning erosion.
  • Qualitative data analysis revealed differentiated effects of GenAI on processes, supporting template generation, code synthesis, and personalized feedback.
  • Findings highlight a transformative force in knowledge dynamics, suggesting opportunities for effective GenAI integration into workflows.

Cite This Study

Liccardo et al. (2025) studied this question.

synapsesocial.com/papers/68c1d9a154b1d3bfb60fba76https://doi.org/10.34190/eckm.26.2.3774
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