Generative artificial intelligence in Upper Secondary Education: applications, outcomes, challenges and ethical considerations. A systematic review

Authors

DOI:

https://doi.org/10.71112/yx2sk392

Keywords:

generative artificial intelligence, upper secondary education, ChatGPT, learning, Systematic review.

Abstract

This systematic review examined the applications, outcomes, challenges, and ethical considerations of generative artificial intelligence (GenAI) in upper secondary education. Studies published between 2022 and August 2026 were searched in Google Scholar, SciELO, Redalyc, and Dialnet. The final corpus comprised 32 unique empirical studies, examined through an integrative qualitative synthesis. Applications included writing, language learning, mathematics, science, programming, tutoring, and feedback. Findings were heterogeneous, including positive, null, negative, and mixed outcomes. Perceived usefulness and AI-assisted performance do not necessarily indicate independent learning. Key challenges involved cognitive dependence, reliability, equity, academic integrity, and privacy. The educational potential of GenAI depends on pedagogical design and approaches that preserve learner autonomy and critical thinking. Further comparative studies assessing unassisted performance are needed to clarify its effects on learning.

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References

Acosta-Rivera, L. G., & Bedón Vaca, C. del C. (2025). Impacto de la inteligencia artificial en el aprendizaje del inglés como lengua extranjera en estudiantes de bachillerato en Ecuador. Revista de Investigación Educativa RedCA, 8(22), 140–164. https://doi.org/10.36677/redca.v8i22.26361 DOI: https://doi.org/10.36677/redca.v8i22.26361

Alneyadi, S., & Wardat, Y. (2023). ChatGPT: Revolutionizing student achievement in the electronic magnetism unit for eleventh-grade students in Emirates schools. Contemporary Educational Technology, 15(4), ep448. https://doi.org/10.30935/cedtech/13417 DOI: https://doi.org/10.30935/cedtech/13417

Alneyadi, S., & Wardat, Y. (2024). Integrating ChatGPT in Grade 12 Quantum Theory Education: An exploratory study at Emirate School (UAE). International Journal of Information and Education Technology, 14(3), 398–410. https://doi.org/10.18178/ijiet.2024.14.3.2061 DOI: https://doi.org/10.18178/ijiet.2024.14.3.2061

Alpizar Garrido, L. O., & Martínez Ruiz, H. (2024). Perspectiva de estudiantes de nivel medio superior respecto al uso de la inteligencia artificial generativa en su aprendizaje. RIDE Revista Iberoamericana para la Investigación y el Desarrollo Educativo, 14(28), e628. https://doi.org/10.23913/ride.v14i28.1830 DOI: https://doi.org/10.23913/ride.v14i28.1830

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 of the United States of America, 122(26), e2422633122. https://doi.org/10.1073/pnas.2422633122 DOI: https://doi.org/10.1073/pnas.2422633122

Boonmoh, A., & Kophimai, N. (2026). The development of higher secondary school students’ English paragraph writing skills through the integration of ChatGPT (Generative Pre-trained Transformer). RMUTK Journal of Liberal Arts, 8(1), 106–120. https://so02.tci-thaijo.org/index.php/larts-journal/article/view/277721

Bueie, A. A., Skar, G. B., & Graham, S. (2026). High school students’ use and beliefs about generative artificial intelligence and writing in school. Reading and Writing, 39(2), 597–627. https://doi.org/10.1007/s11145-025-10702-3 DOI: https://doi.org/10.1007/s11145-025-10702-3

Bulut, N., & Borromeo Ferri, R. (2026). AI-powered learning: Exploring secondary school students’ use of ChatGPT for solving mathematical modelling problems. ZDM – Mathematics Education, 58, 993–1009. https://doi.org/10.1007/s11858-026-01803-6 DOI: https://doi.org/10.1007/s11858-026-01803-6

Correa Chávez, J. A., Guzman Lema, P. I., Cajamarca Tenempaguay, M. V., Herrera Ordóñez, A. E., & Hurtado Crespo, G. P. (2025). Inteligencia artificial como apoyo en la planificación curricular del bachillerato mediante un análisis comparativo entre ChatGPT, Gemini y Copilot. Revista Multidisciplinar Epistemología de las Ciencias, 2(4), 734–754. https://doi.org/10.71112/wnfftj83 DOI: https://doi.org/10.71112/wnfftj83

Delaney, V., Adisa, I. O., Mah, C., & Lee, V. R. (2025). Teaching high school students about generative AI: Cases of teacher lesson design. The Journal of Educational Research, 118(6), 736–751. https://doi.org/10.1080/00220671.2025.2510415 DOI: https://doi.org/10.1080/00220671.2025.2510415

Diaz, D. D., Funa, A. A., & Gabay, R. A. E. (2025). ChatGPT in STEM classrooms: Students’ perceptions of interest, academic proficiency, and learning independence. Journal of Basic Education Research, 6(3), 470–480. https://doi.org/10.37251/jber.v6i3.2096 DOI: https://doi.org/10.37251/jber.v6i3.2096

Doty, K., & Lipien, L. (2024). Student perceptions and attitudes about the usage of ChatGPT in online K-12 education and student preferences about learning to use artificial intelligence from teachers. American Journal of Educational Research, 12(9), 348–355. https://doi.org/10.12691/education-12-9-2 DOI: https://doi.org/10.12691/education-12-9-2

Elstad, E., & Eriksen, H. (2024). High school teachers’ adoption of generative AI: Antecedents of instructional AI utility in the early stages of school-specific chatbot implementation. Nordic Journal of Comparative and International Education, 8(1). https://doi.org/10.7577/njcie.5736 DOI: https://doi.org/10.7577/njcie.5736

German, M. M. (2026). AI-assisted academic writing: A quasi-experimental study among Grade 10 students. International Journal of Research Publications, 196(1). https://doi.org/10.47119/IJRP1001961520269003 DOI: https://doi.org/10.47119/IJRP1001961520269003

Gian, J. I. C., Java, M. J. G., Tundag, K. Z., & Minoza, J. T. (2026). Integrating guided ChatGPT intervention on the writing efficiency of Grade 11 HUMSS students. Malaysian Journal of ELT Research, 23(1). https://doi.org/10.52696/KBIY2928 DOI: https://doi.org/10.52696/KBIY2928

Jalon, J. B., Jr., Chua, G. A., & Torres, M. de L. (2024). ChatGPT as a learning assistant: Its impact on students learning and experiences. International Journal of Education in Mathematics, Science and Technology, 12(6), 1603–1619. https://doi.org/10.46328/ijemst.4471 DOI: https://doi.org/10.46328/ijemst.4471

Khuibut, W., Premthaisong, S., & Chaipidech, P. (2023). Integrating ChatGPT into Synectics Model to improve high school student’s creative writing skill. In Proceedings of the 31st International Conference on Computers in Education. Asia-Pacific Society for Computers in Education. https://library.apsce.net/index.php/ICCE/article/view/4737

Khuibut, W., Premthaisong, S., & Chaipidech, P. (2024). Integrating ChatGPT into flipped learning: Enhancing students’ creative writing skills and perception. In A. Kashihara et al. (Eds.), Proceedings of the 32nd International Conference on Computers in Education. Asia-Pacific Society for Computers in Education. https://doi.org/10.58459/icce.2024.4967 DOI: https://doi.org/10.58459/icce.2024.4967

Klarin, J., Hoff, E., Larsson, A., & Daukantaitė, D. (2024). Adolescents’ use and perceived usefulness of generative AI for schoolwork: Exploring their relationships with executive functioning and academic achievement. Frontiers in Artificial Intelligence, 7, 1415782. https://doi.org/10.3389/frai.2024.1415782 DOI: https://doi.org/10.3389/frai.2024.1415782

Lariosa, J., Bajao, K., Talaroc, J., Amancio, E., Buna, J., & Villarin, S. J. (2025). Usage of ChatGPT on English language skills of students at Maputi Senior High School. Psychology and Education: A Multidisciplinary Journal, 43(3), 368–378. https://doi.org/10.70838/pemj.430309 DOI: https://doi.org/10.70838/pemj.430309

Lee, V. R., Pope, D., Miles, S., & Zárate, R. C. (2024). Cheating in the age of generative AI: A high school survey study of cheating behaviors before and after the release of ChatGPT. Computers and Education: Artificial Intelligence, 7, 100253. https://doi.org/10.1016/j.caeai.2024.100253 DOI: https://doi.org/10.1016/j.caeai.2024.100253

Lu, D., & Zeng, Y. (2025). Exploring the use of ChatGPT-generated model texts as a feedback instrument: EFL students’ text quality and perceptions. Innovation in Language Learning and Teaching. Advance online publication. https://doi.org/10.1080/17501229.2025.2525341 DOI: https://doi.org/10.1080/17501229.2025.2525341

Maghamil, M., & Sieras, S. (2024). Impact of ChatGPT on the academic writing quality of senior high school students. Journal of English Language Teaching and Applied Linguistics, 6(2), 115–128. https://doi.org/10.32996/jeltal.2024.6.2.14 DOI: https://doi.org/10.32996/jeltal.2024.6.2.14

O’Brien-Melford, M. A. P. (2026). Short-term effects of ChatGPT-assisted instruction on professional email writing among senior high school learners. Asian Journal of Language, Literature and Culture Studies, 9(1), 58–68. https://doi.org/10.9734/ajl2c/2026/v9i1299 DOI: https://doi.org/10.9734/ajl2c/2026/v9i1299

Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ, 372, n71. https://doi.org/10.1136/bmj.n71 DOI: https://doi.org/10.1136/bmj.n71

Palos Rey, L., & Díez Bosch, M. (2024). Inteligencia artificial y espíritu crítico en la enseñanza media: Uso y percepción de los estudiantes de bachillerato sobre el Chat GPT. Revista Internacional de Humanidades, 11(2), 43–57. https://doi.org/10.18848/2474-5022/CGP/v11i02/43-57 DOI: https://doi.org/10.18848/2474-5022/CGP/v11i02/43-57

Rethlefsen, M. L., Kirtley, S., Waffenschmidt, S., Ayala, A. P., Moher, D., Page, M. J., & Koffel, J. B. (2021). PRISMA-S: An extension to the PRISMA Statement for Reporting Literature Searches in Systematic Reviews. Systematic Reviews, 10, 39. https://doi.org/10.1186/s13643-020-01542-z DOI: https://doi.org/10.1186/s13643-020-01542-z

Rocha Gallegos, A., González Segura, C. M., & García García, M. (2026). Uso de herramientas de inteligencia artificial generativa en la enseñanza de logística en educación media superior. RiiTE Revista Interuniversitaria de Investigación en Tecnología Educativa, 20, 126–142. https://doi.org/10.6018/riite.686451 DOI: https://doi.org/10.6018/riite.686451

Torres Nabel, L. C., & Basilio Rizo, L. I. (2025). Inteligencia artificial generativa en estudiantes de Educación Media Superior en México. El uso de ChatGPT en estudiantes del Centro de Enseñanza Técnica Industrial (CETI). Ciencia Latina Revista Científica Multidisciplinar, 9(4), 11317–11353. https://doi.org/10.37811/cl_rcm.v9i5.19721 DOI: https://doi.org/10.37811/cl_rcm.v9i5.19721

Torres-Peralta, R., Cirett-Galán, F., Heras-Sanchez, M. del C., Lerma-Molina, K., & Espinoza-Flores, I. (2026). Perceived learning vs. engagement in AI-assisted homework: A comparative study of ChatGPT use across high school, university, and teachers in Sonora, Mexico (2024–2025). Future Internet, 18(3), 122. https://doi.org/10.3390/fi18030122 DOI: https://doi.org/10.3390/fi18030122

Tran, H. V., Vo Thi Phuong, L., Nguyen Cong, Q., & Tran Le Tam, N. (2026). Which factor most influences the decision of 10th grade students to use ChatGPT for programming education? A case study in Da Nang City, Vietnam. Interactive Learning Environments, 34(2), 846–868. https://doi.org/10.1080/10494820.2025.2511238 DOI: https://doi.org/10.1080/10494820.2025.2511238

Tu, D. V., & Minh, N. T. H. (2026). Using ChatGPT to improve reading comprehension of high school students. International Journal of Education Humanities and Social Science, 9(3), 504–512. https://doi.org/10.54922/IJEHSS.2026.1333 DOI: https://doi.org/10.54922/IJEHSS.2026.1333

Waltzer, T., Cox, R. L., & Heyman, G. D. (2023). Testing the ability of teachers and students to differentiate between essays generated by ChatGPT and high school students. Human Behavior and Emerging Technologies, 2023, 1923981. https://doi.org/10.1155/2023/1923981 DOI: https://doi.org/10.1155/2023/1923981

Yang, T.-C., Hsu, Y.-C., & Wu, J.-Y. (2025). The effectiveness of ChatGPT in assisting high school students in programming learning: Evidence from a quasi-experimental research. Interactive Learning Environments, 33(6), 3726–3743. https://doi.org/10.1080/10494820.2025.2450659 DOI: https://doi.org/10.1080/10494820.2025.2450659

Published

2026-10-28

Issue

Section

Ciencias Sociales

How to Cite

Guzmán Zúñiga, M. L. ., Ortega León, A. ., López Galván, J. R. ., Carranza del Ángel, L. J. ., & Batres Solórzano, J. R. . (2026). Generative artificial intelligence in Upper Secondary Education: applications, outcomes, challenges and ethical considerations. A systematic review. Multidisciplinary Journal Epistemology of the Sciences, 3(4), 837-860. https://doi.org/10.71112/yx2sk392