Inteligencia artificial y personalización del aprendizaje¿innovación educativa o promesas recicladas?

  1. Serrano, José Luis 1
  2. Moreno-García, Juan 2
  1. 1 Universidad de Murcia (España)
  2. 2 Universitat de les Illes Balears (España)
Journal:
Edutec: Revista electrónica de tecnología educativa

ISSN: 1135-9250

Year of publication: 2024

Issue Title: Inteligencia artificial en la evaluación y la personalización del aprendizaje

Issue: 89

Pages: 1-17

Type: Article

DOI: 10.21556/EDUTEC.2024.89.3577 DIALNET GOOGLE SCHOLAR lock_openOpen access editor

More publications in: Edutec: Revista electrónica de tecnología educativa

Abstract

This editorial article introduces the special section titled "Artificial Intelligence in Assessment and Learning Personalization." The conclusions of the seven selected studies are presented and contrasted with recent research. This article offers five key contributions. First, it showcases advances in the integration of adaptive learning with generative artificial intelligence for learning personalization. Next, the educational use of chatbots is explored, highlighting their ability to facilitate more dynamic learning experiences tailored to students' needs. Third, the use of machine learning in creating predictive models that support formative decision-making is analyzed. Subsequently, the challenges and opportunities presented by intelligent tutoring systems are discussed, particularly in providing immediate feedback and offering recommendations for designing and adjusting personalized learning pathways. Finally, practical recommendations and reflections are shared regarding ethical and pedagogical challenges, the dependence on artificial intelligence, and some of the challenges faced by educational research.

Bibliographic References

  • Bartolomé, A., y Lindín, C. (2019). Posibilidades del Blockchain en Educación. Education in the Knowledge Society, 19, 81-93 (4). https://doi.org/10.14201/eks20181948193
  • Bates, T., Cobo, C., Mariño, O., y Wheeler, S. (2020). Can artificial intelligence transform higher education? International Journal of Educational Technology in Higher Education, 17(1). https://doi.org/10.1186/s41239-020-00218-x
  • Bilbao, A. (2024). Entonces, ¿qué necesito saber como docente sobre la IA. En Arroyo, A. (Coord.), Inteligencia Artificial y educación: construyendo puentes (pp.29-40). Graó.
  • Bulger, M. (2016). Personalized Learning: The Conversations We're Not Having. Data & Society. https://datasociety.net/library/personalized-learning-the-conversations-were-not-having/
  • Cordón, O. (2023). Inteligencia Artificial en Educación Superior: Oportunidades y Riesgos. RiiTE Revista interuniversitaria de investigación en tecnologia educativa, 15, 16-27. https://doi.org/10.6018/riite.591581
  • Cordón, O. (2023). Inteligencia Artificial en Educación Superior: Oportunidades y Riesgos. RiiTE Revista interuniversitaria de investigación en tecnología educativa, 15, 16-27. https://doi.org/10.6018/riite.591581
  • Dúo, P., Moreno, A.J., López, J., y Marín, J.A. (2023). Inteligencia Artificial y Machine Learning como recurso educativo desde la perspectiva de docentes en distintas etapas educativas no universitarias. RiiTE Revista interuniversitaria de investigación en tecnología educativa, 15, 58-78. https://doi.org/10.6018/riite.579611
  • Dúo, P., Moreno, A.J., López, J., y Marín, J.A. (2023). Inteligencia Artificial y Machine Learning como recurso educativo desde la perspectiva de docentes en distintas etapas educativas no universitarias. RiiTE Revista interuniversitaria de investigación en tecnología educativa, 15, 58-78. https://doi.org/10.6018/riite.579611
  • González-Calatayud, V., Prendes-Espinosa P. y Roig-Vila, R. (2021). Artificial Intelligence for Student Assessment: A Systematic Review. Applied Sciences 11 (12). https://doi.org/10.3390/app11125467
  • Grané, M. (2024). Empecemos por el centro, ¿qué opina el alumnado sobre la inteligencia artificial? En Arroyo, A. (Coord.), Inteligencia Artificial y educación: construyendo puentes (pp.15-28). Graó.
  • Guan, R., Raković, M., Chen, G., y Gaševic, D (2024). How educational chatbots support self-regulated learning? A systematic review of the literature. Education and Information Technologies. https://doi.org/10.1007/s10639-024-12881-y
  • Guettala, M., Bourekkache, S., Kazar, O., y Harous, S. (2024). Generative artificial intelligence in education: Advancing adaptive and personalized learning. Acta Informatica Pragensia, 13(3), 460-489. https://doi.org/10.18267/j.aip.235
  • Labadze, L., Grigolia, M. i Machaidze, L. (2023). Role of AI chatbots in education: systematic literature review. International Journal of Educational Technology in Higher Education 20 (56). https://doi.org/10.1186/s41239-023-00426-1
  • Li, K., y Wong, B. (2023). Artificial intelligence in personalised learning: a bibliometric analysis. Interactive Technology and Smart Education, 20(3), 422-445. https://doi.org/10.1108/ITSE-01-2023-0007
  • Li, K.C. y Wong, B.T.-M. (2023), Artificial intelligence in personalised learning: a bibliometric analysis, Interactive Technology and Smart Education, 20(3), pp. 422-445. https://doi.org/10.1108/ITSE-01-2023-0007
  • Lim, W., Gunasekara, A., Leight, J., Pallant, J.I. y Pechenkina, E. (2023). Generative AI and the future of education: Ragnarök or reformation? A paradoxical perspective from management educators. The International Journal of Management Education, 21 (2). https://doi.org/10.1016/j.ijme.2023.100790
  • Martínez, F. (2016). Sentado en el andén. RiiTE Revista interuniversitaria de investigación en tecnología educativa, 0. 17-22. https://doi.org/10.6018/riite/2016/258131
  • Ouyang, F., Zheng, L. y Jiao, P. (2022). Artificial intelligence in online higher education: A systematic review of empirical research from 2011 to 2020. Education and Information Technologies, 27. https://doi.org/10.1007/s10639-022-10925-9
  • Panadero, E. y Alonso-Tapia, J. (2014). ¿Cómo autorregulan nuestros alumnos? Revisión del modelo cíclico de Zimmerman sobre autorregulación del aprendizaje. Anales de Psicología, 30(2). https://doi.org/10.6018/analesps.30.2.167221
  • Prendes, M.P. y Serrano, J.L. (2016). En busca de la Tecnología Educativa: la disrupción desde los márgenes. RiiTE Revista Interuniversitaria de Investigación en Tecnología Educativa, 0, 6-16. http://dx.doi.org/10.6018/riite/2016/263771
  • Salinas, J. y De Benito, B. (2020). Construction of personalized learning pathways through mixed methods. Comunicar, 65. https://doi.org/10.3916/C65-2020-03
  • Serrano, J.L. (2023). Cómo los gestores digitales pueden convertir nuestras notas en conocimiento. The Conversation. https://tinyurl.com/2d3xp6ar
  • Serrano, J.L., y Sánchez, M.M. (2024). ¿A qué promesas y desafíos me enfrento como docente con la IA? En Arroyo, A. (Coord.), Inteligencia Artificial y educación: construyendo puentes (pp.57-70). Graó.
  • Sigman, M., y Bilinkis, S. (2023). Artificial: La nueva inteligencia y el contorno de lo humano. Debate.
  • Thorat, V. A., Rao, P., Joshi, N., Talreja, P., y Shetty, A. (2024). The Role of Chatbot GPT Technology in Undergraduate Dental Education. Cureus 16(2). https://doi.org/10.7759/cureus.54193
  • UNESCO (2019). Beijing Consensus on Artificial Intelligence and Education. https://unesdoc.unesco.org/ark:/48223/pf0000368303
  • Winne, P. H., y Hadwin, A. F. (1998). Studying as self-regulated engagement in learning. in metacognition in educational theory and practice. Metacognition in Educational Theory and Practice, pp. 277–304.
  • Woolf, B.P. (2007). Building Intelligent Interactive Tutors. Student-centered strategies for revolutionizing e-learning. Elsevier. https://doi.org/10.1016/B978-0-12-373594-2.X0001-9
  • Yusuf, A., Pervin, N., Román‐González, M., y Noor, N. M. (2024). Generative AI in education and research: A systematic mapping review. Review of Education, 12(2). https://doi.org/10.1002/rev3.3489
  • Yusuf, A., Pervin, N., Román‐González, M., y Noor, N. M. (2024). Generative AI in education and research: A systematic mapping review. Review of Education, 12(2). https://doi.org/10.1002/rev3.3489
  • Zawacki-Richter, O., Marín, V. I., Bond, M., y 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). https://doi.org/10.1186/s41239-019-0171-0
  • Zhang, S., Zhao, X., Zhou, T., y Kim, J. H. (2024). Do you have AI dependency? The roles of academic self-efficacy, academic stress, and performance expectations on problematic AI usage behavior. International Journal of Educational Technology in Higher Education, 21(1), 34. https://doi.org/10.1186/s41239-024-00467-0
  • Zheng, J., Li, S., Wang, T., y Lajoie, S.P. (2024). Unveiling emotion dynamics in problem-solving: A comprehensive analysis with an intelligent tutoring system using facial expressions and electrodermal activities. International Journal of Educational Technology in Higher Education, 21(33). https://doi.org/10.1186/s41239-024-00462-5