Integración de la inteligencia artificial en estrategias de aprendizaje en educación superior: una revisión sistemática

Integration of artificial intelligence into learning strategies in higher education: A systematic review

Contenido principal del artículo

Autores/as

La inteligencia artificial (IA) ha transformado los procesos educativos en la educación superior, aunque persisten incertidumbres sobre su integración efectiva en estrategias de aprendizaje. Este estudio analizó sistemáticamente la evidencia empírica publicada entre 2019 y 2024. Siguió las directrices PRISMA y examinó artículos de Scopus, Web of Science y SciELO, seleccionados mediante criterios explícitos sobre educación superior, IA y estrategias pedagógicas. Los resultados muestran que la IA potencia la personalización del aprendizaje, la tutoría inteligente y la evaluación automatizada, y favorece competencias como el pensamiento crítico y la autorregulación. No obstante, surgen desafíos éticoscomo la privacidad de datos y el plagio con IA generativa y pedagógicos como la insuficiente formación docente. La IA, implementada con marcos éticos y pedagógicos sólidos, puede enriquecer significativamente las estrategias de aprendizaje universitario.

Artificial intelligence (AI) has transformed educational processes in higher education, yet uncertainties remain about its effective integration into learning strategies. This study systematically analyzed empirical evidence published between 2019 and 2024. Following PRISMA guidelines, the authors reviewed articles from Scopus, Web of Science, and SciELO, applying explicit inclusion criteria on higher education, AI, and pedagogical strategies. Findings show that AI enhances personalized learning, intelligent tutoring, and automated assessment, fostering critical thinking and self-regulation. However, ethical challenges such as data privacy and AI-generated plagiarism and pedagogical issues particularly insufficient teacher training persist. When implemented within robust ethical and pedagogical frameworks, AI can significantly enrich university learning strategies.

Detalles del artículo

Cómo citar
Rascón Chávez , E. M., Palacios Sánchez , J. M., García Bravo , B., & Solís Toscano , J. L. (2026). Integración de la inteligencia artificial en estrategias de aprendizaje en educación superior: una revisión sistemática. Revista Tribunal, 6(14), 298-320. https://doi.org/10.59659/revistatribunal.v6i14.328
Sección
Artículos de Investigación

Cómo citar

Rascón Chávez , E. M., Palacios Sánchez , J. M., García Bravo , B., & Solís Toscano , J. L. (2026). Integración de la inteligencia artificial en estrategias de aprendizaje en educación superior: una revisión sistemática. Revista Tribunal, 6(14), 298-320. https://doi.org/10.59659/revistatribunal.v6i14.328

Referencias

Al Hasanah, H., Iswanto, B. H., and Sugihartono, I. (2025). AI-CBL: A Technology-Enhanced Learning Model Combining Chatbot and Case-Based Pedagogy to Improve Critical Thinking in Physics Education. Jurnal Penelitian & Pengembangan Pendidikan Fisika, 11(1), 109-122. https://doi.org/10.21009/1.11108

Al-Rantisi, A. M., ElShanti, N. H., and Harb, S. A. A. (2025). Challenges of using artificial intelligence in social work education. Social Work Education, 1-18. https://doi.org/10.1080/02615479.2025.2483354

Álvarez, C. Á., Bravo, I. D. A., Flores-Alarcia, Ò., and Ramos-Pla, A. (2025). Rural and urban university students and their vulnerability with respect to technology: a systematic review. Educação e Pesquisa, 51. https://doi.org/10.1590/s1678-4634202551279787es

Barrutia, J. M., and Echebarria, C. (2019). Drivers of exploitative and explorative innovation in a collaborative public-sector context. Public Management Review, 21(3), 446-472. https://doi.org/10.1080/14719037.2018.1500630

Bergdahl, N., Bond, M., Sjöberg, J., Dougherty, M., and Oxley, E. (2024). Unpacking student engagement in higher education learning analytics: a systematic review. International Journal of Educational Technology in Higher Education, 21(1), 63. https://doi.org/10.1186/s41239-024-00493-y

Bermeo-Paucar, J., Pérez-Martínez, L., y Antúnez, J. V. V. (2024). Inteligencia Artificial Educativa.“Quinta ola”, Conectivismo e Innovación Digital Pedagógica. European Public & Social Innovation Review, 9, 1-17. https://doi.org/10.31637/epsir-2024-1599

Bradley, C. S., Johnson, B. K., Dreifuerst, K. T., White, P., Conde, S. K., Meakim, C. H., ... and Childress, R. M. (2019). Regulation of simulation use in United States prelicensure nursing programs. Clinical Simulation in Nursing, 33, 17-25. https://doi.org/10.1016/j.ecns.2019.04.004

Burriss, S. K., and Leander, K. (2024). Critical posthumanist literacy: Building theory for reading, writing, and living ethically with everyday artificial intelligence. Reading Research Quarterly, 59(4), 560-569. https://doi.org/10.1002/rrq.565

Carrera, O. G., y Silva, M. A. V. (2024). La eficacia de la mediación heutagógica para promover aprendizaje autónomo en universitarios. Etic@ net: Revista científica electrónica de Educación y Comunicación en la Sociedad del Conocimiento, 24(2), 454-476. https://dialnet.unirioja.es/servlet/articulo?codigo=9882301

Carter, J. W., Scott, J. T., and Barrett, J. D. (2025). The Emotional Cost of AI Chatbots in Education: Who Benefits and Who Struggles?. Computers in Human Behavior: Artificial Humans, 100181. https://doi.org/10.1016/j.chbah.2025.100181

Celik, I., Dindar, M., Muukkonen, H., and Järvelä, S. (2022). The promises and challenges of artificial intelligence for teachers: A systematic review of research. TechTrends, 66(4), 616-630. https://doi.org/10.1007/s11528-022-00715-y

Costa, I. C. P., Nascimento, M. C. D., Treviso, P., Chini, L. T., Roza, B. D. A., Barbosa, S. D. F. F., and Mendes, K. D. S. (2024). Using the Chat Generative Pre-trained Transformer in academic writing in health: a scoping review. Revista Latino-Americana de Enfermagem, 32, e4194. https://doi.org/10.1590/1518-8345.7133.4194

Cotton, D. R., Cotton, P. A., and Shipway, J. R. (2024). Chatting and cheating: Ensuring academic integrity in the era of ChatGPT. Innovations in education and teaching international, 61(2), 228-239. https://doi.org/10.1080/14703297.2023.2190148

Delgado, L. E. C., Hidalgo, F. D. R. C., Mieles, E. A. N., and Dávalos, Á. A. M. (2025). Impact of the integration of artificial intelligence and gamification on the teaching-learning process in early childhood education teacher training. Revista Científica Multidisciplinar G-nerando, 6(2), ág-3358. https://doi.org/10.60100/rcmg.v6i2.873

Fosado-Quiroz, R. E., Hernández-Nava, N., & Martínez-Ramírez, A. (2025). Proyectos estudiantiles de desarrollo sostenible: una experiencia docente en educación superior. Formación universitaria, 18(6), 103-116. http://dx.doi.org/10.4067/s0718-50062025000600103

Gutiérrez, G. F. G., Guerrero, J. A. T., Peralta, C. E. M., y Cevallos, R. C. E. (2025). Uso de inteligencia artificial generativa como herramienta de apoyo académico en la innovación pedagógica universitaria. Revista Social Fronteriza, 5(6). http://www.revistasocialfronteriza.com/ojs/index.php/rev/article/view/955

Herrera-Enríquez, V. N., Ilaquiche-Toaquiza, M. O., Mendoza-Armijos, H. E., Saavedra-Calberto, I. M., y Bonilla-Morejón, D. M. (2023). Estrategias de aprendizaje híbrido para mejorar la equidad educativa en zonas rurales. Revista Científica Ciencia Y Método, 1(1), 55-69. https://doi.org/10.55813/gaea/rcym/v1/n1/10

Hidayat-ur-Rehman, I. (2024). Examining AI competence, chatbot use and perceived autonomy as drivers of students' engagement in informal digital learning. Journal of Research in Innovative Teaching & Learning, 17(2), 196-212. https://doi.org/10.1108/JRIT-05-2024-0136

Järvelä, S., Nguyen, A., and Hadwin, A. (2023). Human and artificial intelligence collaboration for socially shared regulation in learning. British Journal of Educational Technology, 54(5), 1057-1076. https://doi.org/10.1111/bjet.13325

Jiménez-García, E., Ruiz-Lázaro, J., Martínez-Requejo, S., y Redondo-Duarte, S. (2025). Inteligencia Artificial y chatbots para una educación superior sostenible: una revisión sistemática. RIED-Revista Iberoamericana de Educación a Distancia, 28(2), 81-104. https://www.redalyc.org/journal/3314/331481521008/331481521008.pdf

Jiménez-García, E., Ruiz-Lázaro, J., Martínez-Requejo, S., and Redondo-Duarte, S. (2025). Artificial Intelligence and chatbots for sustainable higher education: a systematic review. RIED-Revista Iberoamericana de Educación a Distancia, 28(2), 81-104. https://www.redalyc.org/journal/3314/331481521009/331481521009.pdf

Jiménez-Herrera, K. D. C., Ocaña-Chiluisa, J. M., y Núñez-Naranjo, A. F. (2025). Transformación digital en la educación inclusiva: El futuro de las TIC para la accesibilidad en el aula. Revista Científica Retos de la Ciencia, 1(6), 11-30. https://doi.org/10.53877/rc1.6-599

Jing, Y., Zhao, L., Zhu, K., Wang, H., Wang, C., and Xia, Q. (2023). Research landscape of adaptive learning in education: A bibliometric study on research publications from 2000 to 2022. Sustainability, 15(4), 3115. https://doi.org/10.3390/su15043115

Jing, Y., Zhao, L., Zhu, K., Wang, H., Wang, C., and Xia, Q. (2023). Research landscape of adaptive learning in education: A bibliometric study on research publications from 2000 to 2022. Sustainability. 2023; 15 (4): 3115. https://doi.org/10.3390/su15043115

Kakhki, M. D., Oguz, A., and Gendron, M. (2024). Exploring the affordances of chatbots in higher education: A framework for understanding and utilizing ChatGPT. Journal of Information Systems Education, 35(3), 284-302. https://doi.org/10.62273/UIRX9922

Larsen, J. N., Maxwell, K. M., and Khalil, M. (2025). Exploring the Link between Motivational Regulation and Learning Design with Learning Analytics: A Systematic Literature Review. Journal of Learning Analytics, 12(1), 215-237. https://doi.org/10.18608/jla.2025.8469

Lee, J., and Kim, Y. (2023). Sustainable educational metaverse content and system based on deep learning for enhancing learner immersion. Sustainability, 15(16), 12663. https://doi.org/10.3390/su151612663

Lin, H. C. K., Liao, Y. C., and Wang, H. T. (2022). Eye movement analysis and usability assessment on affective computing combined with intelligent tutoring system. Sustainability, 14(24), 16680. https://doi.org/10.3390/su142416680

Lin, L., Zhou, D., Wang, J., and Wang, Y. (2024). A systematic review of big data driven education evaluation. Sage Open, 14(2), 21582440241242180. https://doi.org/10.1177/21582440241242180

Liu, J., Li, S., and Dong, Q. (2024). Collaboration with generative artificial intelligence: An exploratory study based on learning analytics. Journal of Educational Computing Research, 62(5), 1014-1046. https://doi.org/10.1177/07356331241242441

Liu, M., Ren, Y., Nyagoga, L. M., Stonier, F., Wu, Z., and Yu, L. (2023). Future of education in the era of generative artificial intelligence: Consensus among Chinese scholars on applications of ChatGPT in schools. Future in Educational Research, 1(1), 72-101. https://doi.org/10.1002/fer3.10

Liu, Y. L., Ma, X., Song, C., Huang, D., and Huang, L. (2025). Adopting Chatbots for Emotional Support: Empirical Evidence from Hong Kong. International Journal of Human Computer Interaction, 1-17. https://doi.org/10.1080/10447318.2025.2508911

Loksa, D., Margulieux, L., Becker, B. A., Craig, M., Denny, P., Pettit, R., and Prather, J. (2022). Metacognition and self-regulation in programming education: Theories and exemplars of use. ACM Transactions on Computing Education (TOCE), 22(4), 1-31. https://doi.org/10.1145/3487050

Luo, T., Muljana, P. S., Ren, X., and Young, D. (2025). Exploring instructional designers' utilization and perspectives on generative AI tools: A mixed methods study. Educational technology research and development, 73(2), 741-766. https://doi.org/10.1007/s11423-024-10437-y

Marín, R. D. Z. (2023). Impacto de la inteligencia artificial en la educación inclusiva: Un estudio sobre la accesibilidad y la efectividad de herramientas de aprendizaje adaptativo para estudiantes con discapacidad. Revista Multidisciplinar Ciencia y Descubrimiento, 1(3). https://doi.org/10.70577/1wv6zn54RCD

Mariyam B, H., and Karthika, V. K. (2025). AI-enabled networked learning: A posthuman connectivist approach in an English for specific purposes classroom. Education and Information Technologies, 1-31. https://doi.org/10.1007/s10639-025-13497-6

McDonald, N., Johri, A., Ali, A., and Collier, A. H. (2025). Generative artificial intelligence in higher education: Evidence from an analysis of institutional policies and guidelines. Computers in Human Behavior: Artificial Humans, 3, 100121. https://doi.org/10.1016/j.chbah.2025.100121

Montenegro, D. E. M., Beltrán, R. M. V., y Rovalino, V. F. M. (2025). Uso de simuladores virtuales como herramienta de aprendizaje activo en entornos educativos universitarios. Technology Rain Journal, 4(1). https://doi.org/10.55204/trj.v4i1.e75

Mukhlis, H., Haenilah, E. Y., Maulina, D., and Nursafitri, L. (2024). Connectivism and digital age education: Insights, challenges, and future directions. Kasetsart Journal of Social Sciences, 45(3). https://doi.org/10.34044/j.kjss.2024.45.3.11

Mustafa, A., y González, M. L. (2025). Los Entornos Virtuales de Aprendizaje en Situaciones Emergentes. Revista Veritas de Difusão Científica, 6(2), 3604-3622. https://revistaveritas.org/index.php/veritas/article/view/802

Nguyen-Viet, B., Nguyen-Duy, C., and Nguyen-Viet, B. (2025). How does gamification affect learning effectiveness? The mediating roles of engagement, satisfaction, and intrinsic motivation. Interactive Learning Environments, 33(3), 2635-2653. https://doi.org/10.1080/10494820.2024.2414356

Nickow, A., Oreopoulos, P., and Quan, V. (2024). The promise of tutoring for PreK–12 learning: A systematic review and meta-analysis of the experimental evidence. American Educational Research Journal, 61(1), 74-107. https://doi.org/10.3102/00028312231208687

Ouyang, Y., and Ayinde, A. A. (2024). The Impact of Generative Artificial Intelligence Applications on the Development of Self-efficacy. Academic Journal of Computing & Information Science, 7(11), 117-126. https://doi.org/10.25236/AJCIS.2024.071116

Paz, A. A. H., y Mejía, D. A. L. (2023). Gobernanza y Retos de la Inteligencia Artificial en el Derecho a la Educación: El Rol del Docente en la Era Digital. Política, Globalidad y Ciudadanía, 9(18), 247-257. https://doi.org/10.29105/rpgyc9.18-352

Pérez-Núñez, A. (2024). ChatGPT in Spanish language instruction: exploring AI-driven task generation and its implications for teaching practices. Journal of Spanish Language Teaching, 11(1), 61-82. https://doi.org/10.1080/23247797.2024.2366053

Raffaghelli, J., y Stewart, B. (2022). La complejidad como enfoque para la alfabetización de datos en la Educación Superior: hacia culturas de datos justas. Educar con sentido transformador en la universidad, 161-173. https://goo.su/rWUUVx

Recker, F., Neubauer, R., Dong, Y., Gschmack, A. M., Jenssen, C., Möller, K., ... and Dietrich, C. F. (2024). Exploring the dynamics of ultrasound training in medical education: current trends, debates, and approaches to didactics and hands-on learning. BMC Medical Education, 24(1), 1311. https://doi.org/10.1186/s12909-024-06092-9

Rehman, A. (2024). AI for Inclusive Education: Supporting Learners with Disabilities and Special Needs. AI EDIFY Journal, 1(4), 1-9. https://researchcorridor.org/index.php/aiej/article/view/248/237

Rizvi, S., Rienties, B., Rogaten, J., and Kizilcec, R. F. (2024). Are MOOC learning designs culturally inclusive (enough)?. Journal of Computer Assisted Learning, 40(6), 2496-2512. https://doi.org/10.1111/jcal.12883

Rodríguez, R., y Rodríguez Alicea, J. (2024). Ética y privacidad en la era de la inteligencia artificial: desafíos y oportunidades para las bibliotecas del Caribe . Acceso. Revista Puertorriqueña De Bibliotecología Y Documentación, 5(1), 18. https://revistas.upr.edu/index.php/acceso/article/view/21627

Salinas-Navarro, D. E., Vilalta-Perdomo, E., Michel-Villarreal, R., and Montesinos, L. (2024). Designing experiential learning activities with generative artificial intelligence tools for authentic assessment. Interactive Technology and Smart Education, 21(4), 708-734. https://doi.org/10.1108/ITSE-12-2023-0236

Santamaria-Varas, M., Bosch, C., Reig-Bolaño, R., y Gil, N. S. (2025). Contra la Exclusión Social y Digital: El Aprendizaje-Servicio como Puente entre Universidad, Escuela y Comunidad. Sisyphus: Journal of Education, 13(3), 74-92. https://dialnet.unirioja.es/servlet/articulo?codigo=10451888

Sanz, M. M., Canut, C. G., y Cárdenas, R. A. M. (2024). Estrategias de control y seguimiento activo de proyectos de desarrollo de software. Actas de las Jornadas sobre la Enseñanza Universitaria de la Informática (JENUI), (9), 165-172. https://goo.su/tjmXKK

Selwyn, N., and Szili, A. (2025). The role of ‘AI advocate’teachers in mediating technological change across Australian schools. Teachers and Teaching, 1-16. https://doi.org/10.1080/13540602.2025.2596832

Shlieina, L., Tkachenko, N., Kurok, R., Lagodych, T., and Liashenko, R. (2025). Adapting Pedagogy in the Post-Pandemic Era: The Role of Hybrid Learning in Shaping Educational Quality. Salud, Ciencia y Tecnología-Serie de Conferencias, (4), 1451. https://dialnet.unirioja.es/servlet/articulo?codigo=10004307

Song, Y., Li, C., Ma, Y., Lyu, B., Zhu, W., Li, H., and Xing, W. (2025). Exploring Effective Tutoring Strategies in Asynchronous Online Mathematical Discussions: Insights from Ordered Network Analysis. Journal of Science Education and Technology, 1-21. https://doi.org/10.1007/s10956-025-10233-0

Sun, D., Cheng, G., Yu, P. L. H., Jia, J., Zheng, Z., and Chen, A. (2025). Personalized stem education empowered by artificial intelligence: a comprehensive review and content analysis. Interactive Learning Environments, 1-23. https://doi.org/10.1080/10494820.2025.2462156

Tariq, R., Orozco-del-Castillo, M. G., Zamir, M. T., Ramírez-Montoya, M. S., & Wilberforce, T. (2025). Explainable artificial intelligence for predictive modeling of student stress in higher education. Scientific Reports, 15(1), 38375. https://doi.org/10.1038/s41598-025-22171-3

Teng, M. F., and Yang, Z. (2023). Metacognition, motivation, self-efficacy belief, and English learning achievement in online learning: Longitudinal mediation modeling approach. Innovation in Language Learning and Teaching, 17(4), 778-794. https://doi.org/10.1080/17501229.2022.2144327

Thompson, G., Gulson, K. N., Swist, T., and Witzenberger, K. (2023). Responding to sociotechnical controversies in education: A modest proposal toward technical democracy. Learning, Media and Technology, 48(2), 240-252. https://doi.org/10.1080/17439884.2022.2126495

Torres Cuevas, H., and Quilaqueo Rapimán, D. (2024). Indigenous socio-educational recognition in the construction of intercultural knowledge dialogues in education. Cogent Education, 11(1), 2396187. https://doi.org/10.1080/2331186X.2024.2396187

Torres-Zegarra, B. C., Rios-Garcia, W., Ñaña-Cordova, A. M., Arteaga-Cisneros, K. F., Chalco, X. C. B., Ordoñez, M. A. B., ... and Flores-Cohaila, J. A. (2023). Performance of ChatGPT, Bard, Claude, and Bing on the Peruvian national licensing medical examination: a cross-sectional study. Journal of Educational Evaluation for Health Professions, 20. https://doi.org/10.3352/jeehp.2023.20.30

Triola, M. M., Reinstein, I., Marin, M., Gillespie, C., Abramson, S., Grossman, R. I., and Rivera Jr, R. (2023). Artificial intelligence screening of medical school applications: development and validation of a machine-learning algorithm. Academic Medicine, 98(9), 1036-1043. https://doi.org/10.1097/ACM.0000000000005202

Van den Berg, G., and Du Plessis, E. (2023). ChatGPT and generative AI: Possibilities for its contribution to lesson planning, critical thinking and openness in teacher education. Education Sciences, 13(10), 998. https://doi.org/10.3390/educsci13100998

Véliz, F. S. Q., Cedeño, G. M. L., Macías, D. G. L., y Quimiz, A. R. M. (2025). La inteligencia artificial como recurso didáctico en la formación docente universitaria en Ecuador. UNESUM-Ciencias. Revista Científica Multidisciplinaria, 9(3), 281-292. https://doi.org/10.47230/unesum-ciencias.v9.n3.2025.281-292

Viberg, O., Kukulska-Hulme, A., and Peeters, W. (2023). Affective support for self-regulation in mobile-assisted language learning. International Journal of Mobile and Blended Learning (IJMBL), 15(2), 1-15. https://doi.org/10.4018/IJMBL.318226

Wang, L., and Ren, B. (2024). Enhancing academic writing in a linguistics course with Generative AI: An empirical study in a higher education institution in Hong Kong. Education Sciences, 14(12), 1329. https://doi.org/10.3390/educsci14121329

Wang, W. S., Lin, C. J., Lee, H. Y., Huang, Y. M., and Wu, T. T. (2025). Enhancing self-regulated learning and higher-order thinking skills in virtual reality: the impact of ChatGPT-integrated feedback aids. Education and Information Technologies, 1-27. https://doi.org/10.1007/s10639-025-13557-x

Weidener, L., and Fischer, M. (2024). Artificial intelligence in medicine: cross-sectional study among medical students on application, education, and ethical aspects. JMIR medical education, 10(1), e51247. https://doi.org/10.2196/51247

Williamson, B., and Eynon, R. (2020). Historical threads, missing links, and future directions in AI in education. Learning, Media and Technology, 45(3), 223-235. https://doi.org/10.1080/17439884.2020.1798995

Wilson, T. D. (2025). The development of policies on generative artificial intelligence in UK universities. IFLA Journal, 03400352251333796. https://doi.org/10.1177/03400352251333796

Wright, J. (2024). The development of AI ethics in Japan: ethics-washing society 5.0?. East Asian Science, Technology and Society: An International Journal, 18(2), 117-134. https://doi.org/10.1080/18752160.2023.2275987

Yan, L. (2025). From Passive Tool to Socio-cognitive Teammate: A Conceptual Framework for Agentic AI in Human-AI Collaborative Learning. arXiv preprint arXiv:2508.14825. https://doi.org/10.48550/arXiv.2508.14825

Zawacki-Richter, O., Marín, V. I., Bond, M., and Gouverneur, F. (2019). Systematic review of research on artificial intelligence applications in higher education–where are the educators?. International journal of educational technology in higher education, 16(1), 1-27. https://doi.org/10.1186/s41239-019-0171-0

Zhao, C. (2024). AI-assisted assessment in higher education: A systematic review. Journal of Educational Technology and Innovation, 6(4). https://doi.org/10.61414/jeti.v6i4.209

Zhao, F., Liu, G. Z., Zhou, J., and Yin, C. (2023). A learning analytics framework based on human-centered artificial intelligence for identifying the optimal learning strategy to intervene in learning behavior. Educational Technology & Society, 26(1), 132-146. https://www.jstor.org/stable/48707972

Zhao, L., Xu, Y., Zhou, S. K., and Wang, P. (2025). Fostering User Attachment to Generative Artificial Intelligence A Theoretical Perspective Based on Awe and Gamification. International Journal of Human–Computer Interaction, 1-17. https://doi.org/10.1080/10447318.2025.2498486

Zúñiga, M. S. V., Jiménez, M. O., and García, P. G. (2025). Artificial intelligence chatbots in language learning for disadvantaged populations (migrants and aboriginal): State of the art and challenge. Edmetic, 14(2), 5. https://dialnet.unirioja.es/servlet/articulo?codigo=10367265