Cognitive Reserve Depletion and Learning Autonomy Recovery in Generative Artificial Intelligence Dependent Educational Environments
DOI:
https://doi.org/10.55927/fjas.v5i10.136Keywords:
Generative AI Dependence, Cognitive Reserve Depletion, Learning Autonomy, Cognitive Offloading, Higher EducationAbstract
This study examines how generative Artificial Intelligence (AI) dependence relates to cognitive reserve depletion and learning autonomy among university students. Using a quasi-experimental design, the study involved 120 students from two universities in Padang, Indonesia, divided equally into intervention and control groups. Data were analyzed using linear regression and ANCOVA following a four-week learning autonomy recovery program. The statistical estimates showed a positive relationship between AI dependence and cognitive reserve depletion (B = 0.698, p < 0.001), while cognitive reserve depletion was negatively associated with learning autonomy (B = −0.482, p < 0.001). The intervention showed a positive adjusted effect (B = 0.334, p < 0.001), highlighting the importance of developing independent learning practices alongside AI use.
References
Abdallah, N., Katmah, R., Khalaf, K., & Jelinek, H. F. (2025). Systematic review of ChatGPT in higher education: Navigating impact on learning, wellbeing, and collaboration. Social Sciences & Humanities Open, 12, Article 101866. https://doi.org/10.1016/j.ssaho.2025.101866.
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), Article e2422633122. https://doi.org/10.1073/pnas.2422633122.
Creswell, J. W., & Creswell, J. D. (2023). Research design: Qualitative, quantitative, and mixed methods approaches (6th ed.). SAGE Publications. https://au.sagepub.com/en-gb/anz/research-design-international-student-edition/book280802.
Deng, R., Jiang, M., Yu, X., Lu, Y., & Liu, S. (2025). Does ChatGPT enhance student learning? A systematic review and meta-analysis of experimental studies. Computers & Education, 227, Article 105224. https://doi.org/10.1016/j.compedu.2024.105224.
DeVellis, R. F., & Thorpe, C. T. (2022). Scale development: Theory and applications (5th ed.). SAGE Publications. https://us.sagepub.com/en-us/nam/scale-development/book269114.
Field, A. (2024). Discovering statistics using IBM SPSS Statistics (6th ed.). SAGE Publications. https://www.sagepub.com/shop/buy-a-book/discovering-statistics-using-ibm-spss-statistics-6-285130.
Gilbert, S. J., Boldt, A., Sachdeva, C., Scarampi, C., & Tsai, P.-C. (2023). Outsourcing memory to external tools: A review of ‘intention offloading’. Psychonomic Bulletin & Review, 30, 60–76. https://doi.org/10.3758/s13423-022-02139-4.
Guan, R., Raković, M., Chen, G., & Gašević, D. (2025). How educational chatbots support self-regulated learning? A systematic review of the literature. Education and Information Technologies, 30, 4493–4518. https://doi.org/10.1007/s10639-024-12881-y.
Hong, H., Vate-U-Lan, P., & Viriyavejakul, C. (2025). Cognitive offload instruction with generative AI: A quasi-experimental study on critical thinking gains in English writing. Forum for Linguistic Studies, 7(7), 325–334. https://doi.org/10.30564/fls.v7i7.10072.
Hou, C., Zhu, G., & Sudarshan, V. (2025). The role of critical thinking on undergraduates' reliance behaviours on generative AI in problem-solving. British Journal of Educational Technology, 56(5), 1919–1941. https://doi.org/10.1111/bjet.13613.
Lakens, D. (2022). Sample size justification. Collabra: Psychology, 8(1), Article 33267. https://doi.org/10.1525/collabra.33267.
Lan, M., & Zhou, X. (2025). A qualitative systematic review on AI empowered self-regulated learning in higher education. npj Science of Learning, 10, Article 21. https://doi.org/10.1038/s41539-025-00319-0.
Stern, Y., Arenaza-Urquijo, E. M., Bartrés-Faz, D., Belleville, S., Cantilon, M., Chetelat, G., Ewers, M., Franzmeier, N., Kempermann, G., Kremen, W. S., Okonkwo, O., Scarmeas, N., Soldan, A., Udeh-Momoh, C., Valenzuela, M., Vemuri, P., & Vuoksimaa, E. (2020). Whitepaper: Defining and investigating cognitive reserve, brain reserve, and brain maintenance. Alzheimer's & Dementia, 16(9), 1305–1311. https://doi.org/10.1016/j.jalz.2018.07.219.
Tian, J., & Zhang, R. (2025). Learners' AI dependence and critical thinking: The psychological mechanism of fatigue and the social buffering role of AI literacy. Acta Psychologica, 260, Article 105725. https://doi.org/10.1016/j.actpsy.2025.105725.
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