AI is already a central part of students’ academic lives. By anchoring AI use in the higher levels of the ICAP framework and keeping students cognitively engaged, we can help ensure that AI becomes a partner in learning, rather than a shortcut around it.
References
Bastani, H., Bastani, O., Sungu, A., Ge, H., Kabakcı, Ö., & Mariman, R. (2025). Generative AI without guardrails can harm learning: Evidence from high school mathematics. Proceedings of the National Academy of Sciences, 122(26), e2422633122. https://doi.org/10.1073/pnas.2422633122opens in new window
Bauer, E., Greiff, S., Graesser, A. C., Scheiter, K., & Sailer, M. (2025). Looking beyond the hype: Understanding the effects of AI on learning. Educational Psychology Review, 37(2), 45. https://doi.org/10.1007/s10648-025-10020-8opens in new window
Chi, M. T., & Wylie, R. (2014). The ICAP framework: Linking cognitive engagement to active learning outcomes. Educational psychologist, 49(4), 219-243. https://doi.org/10.1080/00461520.2014.965823opens in new window
de la Puente, M., Torres, J., Troncoso, A. L. B., Meza, Y. Y. H., & Carrascal, J. X. M. (2024). Investigating the use of ChatGPT as a tool for enhancing critical thinking and argumentation skills in international relations debates among undergraduate students. Smart Learning Environments, 11(1), 55. https://doi.org/10.1186/s40561-024-00347-0opens in new window
Deng, R., Jiang, M., Yu, X., Lu, Y., & Liu, S. (2024). Does ChatGPT enhance student learning? A systematic review and meta-analysis of experimental studies. Computers & Education, 227, 105224. https://doi.org/10.1016/j.compedu.2024.105224opens in new window
Digital Education Council. (2024, August 2). Digital Education Council Global AI Student Survey 2024. Digital Education Council Global AI Student Survey 2024opens in new window
Fan, Y., Tang, L., Le, H., Shen, K., Tan, S., Zhao, Y., Shen, Y., Li, X., & Gašević, D. (2025). Beware of metacognitive laziness: Effects of generative artificial intelligence on learning motivation, processes, and performance. British Journal of Educational Technology, 56(2), 489–530. https://doi.org/10.1111/bjet.13544opens in new window
Freeman, J. (2025). Student generative AI survey 2025. Higher Education Policy Institute. Retrieved from https://www.hepi.ac.uk/wp-content/uploads/2025/02/HEPI-Kortext-Student-Generative-AI-Survey-2025.pdfopens in new window
Wang, J., & Fan, W. (2025). The effect of ChatGPT on students’ learning performance, learning perception, and higher-order thinking: Insights from a meta-analysis. Humanities and Social Sciences Communications, 12, 621. https://doi.org/10.1057/s41599-025-04787-yopens in new window
About the author:
Joseph J. Slade, MS, is a PhD student at Oregon State University studying the intersection of AI, teaching, and learning. He serves as director of Project FAILSafe (Fostering AI Learning Safely), a collaboration between university departments of psychology and computer science that builds AI educational tools and tests their efficacy in laboratory and classroom settings. Joseph is also co-founder and president of AI Education Labs, Inc., an educational software company, as well as host of PsychSessions: AI, a podcast dedicated to the evolving relationship between education and AI.