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Leveraging Microsoft Copilot to Generate Instructional Content for Social Engineering Awareness in Digital Learning Environments

2025 International Workshop on Artificial Intelligence and Education (WAIE), (2026), pp. 321-326

a FEU Institute of Technology, Manila, Philippines

Abstract: As social engineering threats continue to evolve, equipping learners with the skills to recognize and respond to digital manipulation has become a critical component of digital citizenship education. This paper explores the use of Microsoft Copilot—an AI-powered assistant—as a tool for generating instructional content that enhances awareness of social engineering tactics within digital learning environments. By integrating Copilot into the instructional design process, educators can rapidly produce scenario-based learning modules, phishing simulations, ethical discussion prompts, and adaptive assessments tailored to diverse learner profiles. The study presents a framework for human-AI collaboration in content creation, emphasizing pedagogical alignment, personalization, and scalability. Through case examples and prototype lesson plans, the paper demonstrates how Copilot can support educators in developing engaging, context-aware materials that foster critical thinking and digital resilience. This approach not only streamlines curriculum development but also positions generative AI as a strategic partner in advancing cybersecurity education across formal and informal learning contexts).

Recommended Citation

Magcuyao, J. P. H., Ramos, R. F., Calimbo, A. L., & Angel, R. M. D. (2026). Leveraging Microsoft Copilot to Generate Instructional Content for Social Engineering Awareness in Digital Learning Environments. 2025 International Workshop on Artificial Intelligence and Education (WAIE), 321-326. https://doi.org/10.1109/WAIE67422.2025.11381202
J. P. H. Magcuyao, R. F. Ramos, A. L. Calimbo, and R. M. D. Angel, "Leveraging Microsoft Copilot to Generate Instructional Content for Social Engineering Awareness in Digital Learning Environments," 2025 International Workshop on Artificial Intelligence and Education (WAIE), pp. 321-326, 2026. doi: 10.1109/WAIE67422.2025.11381202.
Magcuyao, Juan Paulo Hilario, et al.. "Leveraging Microsoft Copilot to Generate Instructional Content for Social Engineering Awareness in Digital Learning Environments." 2025 International Workshop on Artificial Intelligence and Education (WAIE), 2026, pp. 321-326. https://doi.org/10.1109/WAIE67422.2025.11381202.
Magcuyao, J. P. H., Ramos, R. F., Calimbo, A. L., & Angel, R. M. D.. 2026. "Leveraging Microsoft Copilot to Generate Instructional Content for Social Engineering Awareness in Digital Learning Environments." 2025 International Workshop on Artificial Intelligence and Education (WAIE): 321-326. https://doi.org/10.1109/WAIE67422.2025.11381202.

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