Competencias pedagógicas y conocimientos técnicos para el uso responsable de herramientas de inteligencia artificial generativa

Evidencia de una intervención formativa con futuros pedagogos

Autores/as

DOI:

https://doi.org/10.46661/ijeri.13165

Palabras clave:

Inteligencia artificial generativa, competencia digital, competencias pedagógicas, futuros pedagogos, formación docente, intervención formativa, alfabetización en IA

Resumen

La creciente presencia de la Inteligencia Artificial (IA) y la Inteligencia Artificial Generativa (IAGen) en los contextos educativos requiere que las futuras personas profesionales de la educación desarrollen tanto competencias pedagógicas como conocimientos técnicos. Este estudio examina las competencias autopercibidas del estudiantado de Pedagogía en relación con el uso educativo de herramientas de IAGen. En concreto, analiza sus niveles antes y después de una intervención formativa universitaria, así como posibles diferencias según el sexo y su relación con la motivación académica y la creatividad autopercibida. Se implementó un diseño cuasiexperimental pretest–postest con 112 estudiantes de Pedagogía de la Universidad de Málaga. El estudio evaluó tres dimensiones: competencias pedagógicas para la creación de materiales con herramientas de IAGen, competencias pedagógicas para la planificación de actividades de aprendizaje con estas herramientas y conocimientos técnicos sobre IAGen. Los datos se recogieron mediante un instrumento de autoinforme validado. Los resultados mostraron niveles iniciales moderados de competencias pedagógicas y niveles comparativamente más bajos de conocimientos técnicos antes de la intervención. Tras la experiencia formativa, se observaron mejoras estadísticamente significativas en todas las dimensiones, con tamaños del efecto elevados, especialmente en el conocimiento técnico. No se encontraron diferencias significativas según el sexo. La motivación académica mostró una relación limitada con el desarrollo de estas competencias, mientras que la creatividad autopercibida en el diseño de actividades digitales se relacionó positivamente con varias dimensiones competenciales. Estos hallazgos ponen de manifiesto la importancia de integrar la formación en herramientas IAGen en los programas de educación superior para favorecer el desarrollo de competencias pedagógicas y técnicas en los futuros profesionales de Pedagogía.

Descargas

Los datos de descargas todavía no están disponibles.

Citas

Acosta-Enriquez, B. G., Villena Zapata, L. I., Huamaní Jordan, O., López Roca, C., Cabrera Cipirán, B. M., Saavedra Villacrez, W., & Arbulu Perez Vargas, C. G. (2025). Acceptance of artificial intelligence as a teaching strategy among university professors: The role of habit, hedonic motivation, and competence for technology integration. Human Behavior and Emerging Technologies, 2025(1), 5933157. https://doi.org/10.1155/hbe2/5933157

Aksoy, M., Aksoy, D. A., Polat, E., Hopcan, S., & Bush, A. (2026). Cross‐Cultural Patterns in Artificial Intelligence Literacy Development: Investigating Country and Gender Differences Among Pre‐Service Teachers in Germany and Türkiye. European Journal of Education, 61(1), e70454. https://doi.org/10.1111/ejed.70454

Alieto, E., Abequibel-Encarnacion, B., Estigoy, E., Balasa, K., Eijansantos, A., & Torres-Toukoumidis, A. (2024). Teaching inside a digital classroom: A quantitative analysis of attitude, technological competence and access among teachers across subject disciplines. Heliyon, 10(2), 1-15. https://doi.org/10.1016/j.heliyon.2024.e24282

Altuna, J., Pascual-Sagastizabal, E., Cruz-Iglesias, E., Aierbe, A., Madinabeitia, A., Marko, I., & Diez-Guiral, U. (2021). Assessing the curriculum and profile of pedagogical professionals for new employment opportunities. Higher Education Pedagogies, 6(1), 228-246. https://doi.org/10.1080/23752696.2021.2007498

Balasa, K. A. (2025). Interplay of AI Literacy, Readiness-Confidence, and Acceptance among Pre-Service Teachers in Philippine Higher Education: A Gender, Discipline, and Connectivity Perspective. EthAIca: Journal of Ethics, AI and Critical Analysis, (4), 1-14. https://doi.org/10.56294/ai2025429

Baskar, S. (2025). Generative AI: Recent Advances and Their Impact on Education. Generative AI Approaches to Sustainable Development in Higher Education, 135-156. http://doi.org/10.4018/979-8-3693-5623-4.ch006

Cetin, O., & Celen, G. (2025). Investigation of Pre-Service Teachers' Artificial Intelligence Literacy and Views on the Use of Artificial Intelligence in Education. Journal of Education in Science, Environment and Health, 11(4), 285-304. https://doi.org/10.55549/jeseh.850

Cho, H., Pemberton, C. L., & Ray, B. (2017). An exploration of the existence, value and importance of creativity education. Current Issues in Education, 20(1), 1-21.

Contreras, I., Hossfeld, S., de Boer, K., Wiedler, J. T., & Ghidinelli, M. (2024). Revolutionising faculty development and continuing medical education through AI-generated videos. Journal of CME, 13(1), 2434322. https://doi.org/10.1080/28338073.2024.2434322

Daher, R. (2025). Integrating AI literacy into teacher education: a critical perspective paper. Discover Artificial Intelligence, 5(1), 1-20. https://doi.org/10.1007/s44163-025-00475-7

de la Flor Bancalero, P., Guillén-Gámez, F. D., Stošić, L., & Giménez-Gualdo, A. M. (2026). Teacher Competencies in the Willingness to Use Artificial Intelligence Pedagogically in the Educational Process: Good Strategies for the Smart Teacher. In The Role of Smart Education in a Complex World (pp. 65-92). IGI Global Scientific Publishing. http://doi.org/10.4018/979-8-3373-7912-8.ch005

de la Flor-Bancalero, P., & Guillen-Gamez, F. D. (2026). What Digital Competencies Should Teachers Possess to Teach Educational Cybersecurity to Students in Schools? Design and Validation of a Teacher Competency Scale. Technology, Knowledge and Learning, 1-19. https://doi.org/10.1007/s10758-026-09954-x

Dumagay, A. H. (2025). Preservice teachers and AI in education 5.0: examining literacy, anxiety, and attitudes across gender, socioeconomic status, and training. EthAIca: Journal of Ethics, AI and Critical Analysis, (4), 1-15. https://doi.org/10.56294/ai2025432

Field, A. (2024). Discovering statistics using IBM SPSS statistics. Sage publications limited.

Foung, D., Lin, L., & Chen, J. (2024). Reinventing assessments with ChatGPT and other online tools: Opportunities for GenAI-empowered assessment practices. Computers and Education: Artificial Intelligence, 6, 100250. https://doi.org/10.1016/j.caeai.2024.100250

Gamlem, S. M., McGrane, J., Brandmo, C., Moltudal, S., Sun, S. Z., & Hopfenbeck, T. N. (2026). Exploring pre-service teachers’ attitudes and experiences with generative AI: a mixed methods study in Norwegian teacher education. Educational Psychology, 46(1), 27-51. https://doi.org/10.1080/01443410.2025.2528663

García de Blanes Sebastián, M., Sarmiento Guede, J. R., & Antonovica, A. (2022). Application and extension of the UTAUT2 model for determining behavioral intention factors in use of the artificial intelligence virtual assistants. Frontiers in Psychology, 13, 993935. https://doi.org/10.3389/fpsyg.2022.993935

Giannakos, M., Azevedo, R., Brusilovsky, P., Cukurova, M., Dimitriadis, Y., Hernandez-Leo, D., ... & Rienties, B. (2025). The promise and challenges of generative AI in education. Behaviour & Information Technology, 44(11), 2518-2544. https://doi.org/10.1080/0144929X.2024.2394886

Guillén-Gámez, F. D., Pinto-Llorente, A. M., Mladenović, M., & Mohamed, A. M. (2026). Design and validation of an instrument to evaluate transformational and managerial leadership in the responsible use of artificial intelligence in educational centers. RED: Revista de educación a distancia, 26(83), 1-24. http://dx.doi.org/10.6018/red.676211

Guillén-Gámez, F. D., Ruiz-Palmero, J., & Gómez-García, M. (2024). Digital competences in research: creativity and entrepreneurship as essential predictors for teacher training. Journal of Computers in Education, 11(4), 1263-1282. https://doi.org/10.1007/s40692-023-00299-3

Guillén-Gámez, F. D., Sánchez-Vega, E., Colomo-Magaña, E., & Sánchez-Rivas, E. (2025). Incident factors in the use of ChatGPT and dishonest practices as a system of academic plagiarism: the creation of a PLS-SEM model. Research & Practice in Technology Enhanced Learning, 20, 1-24. https://doi.org/10.58459/rptel.2025.20028

Hashim, S., Omar, M. K., Ab Jalil, H., & Sharef, N. M. (2022). Trends on technologies and artificial intelligence in education for personalized learning: systematic literature. Journal of Academic Research in Progressive Education and Development, 12(1), 884-903. http://dx.doi.org/10.6007/IJARPED/v11-i1/12230

Heine, S., & König, J. (2025). Applying artificial intelligence in teacher education: Preservice teachers’ attitudes and reflections in using ChatGPT for teaching and learning. European Journal of Teacher Education, 48(5), 934-963. https://doi.org/10.1080/02619768.2025.2540791

Heng, C. K., Sathasivam, R. V., Mafarja, N., & Rahim, S. S. A. (2026). Exploring the benefits and challenges of AI-driven lesson planning among preservice science teachers. STEM Education, 6(1), 1-20. https://doi.org/10.3934/steme.2026001

Huang, T., Wu, C., & Wu, M. (2025). Developing pre-service language teachers’ GenAI literacy: an interventional study in an English language teacher education course. Discover Artificial Intelligence, 5(1), 163. https://doi.org/10.1007/s44163-025-00435-1

Hung, W., & Sitthiworachart, J. (2020). In-Service Teachers’ Conception of Creativity and Its Relation with Technology: A Perspective from Thailand. The Asia-Pacific Education Researcher, 29(2), 137-146. https://doi.org/10.1007/s40299-019-00460-6

Karaduman, C. (2025). Pre-service EFL teachers’ perceived AI literacy and competency: The integration of ChatGPT into English language teacher education. SAGE Open, 15(3), 1-16. https://doi.org/10.1177/21582440251379712

Krishnan, R. B., Subramaniyaswamy, V., Rajasekar, E., & Manikandan, G. (2025). Impact of Commercial Applications on GenAI with Its Evolving Landscape. In Generative AI and Creativity (pp. 243-261). Auerbach Publications. https://doi.org/10.1201/9781003533009-16

Lu, J., Zheng, R., Gong, Z., & Xu, H. (2024). Supporting teachers’ professional development with generative AI: The effects on higher order thinking and self-efficacy. IEEE transactions on learning technologies, 17, 1267-1277. https://doi.org/10.1109/TLT.2024.3369690

Memon, T. D., & Kwan, P. (2025). A Collaborative Model for Integrating Teacher and GenAI into Future Education. TechTrends, 69(6), 1-15. https://doi.org/10.1007/s11528-025-01105-w

Meylani, R. (2024). Artificial intelligence in the education of teachers: A qualitative synthesis of the cutting-edge research literature. Journal of Computer and Education Research, 12(24), 600-637. https://doi.org/10.18009/jcer.1477709

Mohamed, A. M., Shaaban, T. S., Bakry, S. H., Guillén-Gámez, F. D., & Strzelecki, A. (2025). Empowering the faculty of education students: Applying AI’s potential for motivating and enhancing learning. Innovative Higher Education, 50(2), 587-609. https://doi.org/10.1007/s10755-024-09747-z

Moorhouse, B. L., Wan, Y., Wu, C., Kohnke, L., Ho, T. Y., & Kwong, T. (2024). Developing language teachers’ professional generative AI competence: An intervention study in an initial language teacher education course. System, 125, 103399. https://doi.org/10.1016/j.system.2024.103399

Newton, L. D., & Newton, D. P. (2014). Creativity in 21st-century education. Prospects, 44(4), 575-589. https://doi.org/10.1007/s11125-014-9322-1

Oh, S. (2025). Education classes for pre-service teachers using text-video-based ai. Journal of Baltic Science Education, 24(3), 538-551. https://dx.doi.org/10.33225/jbse/25.24.538

Öncü, S., Guillén-Gámez, F. D., & Çiğdem, H. (2026). Redefining Participation: A Generative Approach to Elevating Student Engagement in Blended Learning Spaces. In Generative AI in Education: Theories, Applications, and Ethical Frontiers (pp. 93-119). Singapore: Springer Nature Singapore. https://doi.org/10.1007/978-981-95-4871-2_6

Radiowala, A. A. (2024). A study of usage of AI tools and their impact on quality and efficiency of content development. JOURNAL OF GLOBAL COMMUNICATION Учредители: Diva Enterprises Private Limited, 17(2), 102-111. http://dx.doi.org/10.5958/0976-2442.2024.00015.9

Rani, J., Guru, R., Santhanam, S., Molla, W. T., Singh, J., & Dutt, S. (2025). AI Revolutionizing Education: Exploring Trends, Technologies, and Ethical Considerations for Future Learning Environments. Implementing AI Tools for Language Teaching and Learning, 1-24. http://doi.org/10.4018/979-8-3693-7260-9.ch001

Rehmat, M. A., Hassan, H., Khan, H. A., & Abrar, K. (2025). Artificial Intelligence in the Classroom: Teachers’ Lived Experiences and Ethical Concerns in Educational Integration. ASSAJ, 4(02), 629-645.

Rosenthal, R. (1991). Effect sizes: Pearson's correlation, its display via the BESD, and alternative indices. https://doi.org/10.1037/0003-066X.46.10.1086

Romero-Martínez, S. J., Guillén-Gámez, F. D., Ordóñez-Camacho, X. G., & Mayorga-Fernández, M. J. (2020). Desarrollo y estructura factorial de un instrumento de actitud hacia el uso de la tecnología para la enseñanza y la investigación en docentes universitarios. Revista de Tecnología, Ciencia y Educación, (16), 85-111. https://doi.org/10.51302/tce.2020.443

Salifu, I., Arthur, F., Arkorful, V., Abam Nortey, S., & Solomon Osei-Yaw, R. (2024). Economics students’ behavioural intention and usage of ChatGPT in higher education: A hybrid structural equation modelling-artificial neural network approach. Cogent Social Sciences, 10(1), 2300177. https://doi.org/10.1080/23311886.2023.2300177

Singh, R. J. (2023). Transforming higher education: The power of artificial intelligence. International Journal of Multidisciplinary Research in Arts, Science and Technology, 1(3), 13-18.

Stöhr, C., Ou, A. W., & Malmström, H. (2024). Perceptions and usage of AI chatbots among students in higher education across genders, academic levels and fields of study. Computers and Education: Artificial Intelligence, 7, 100259. https://doi.org/10.1016/j.caeai.2024.100259

Szmyd, K., & Mitera, E. (2024). The impact of artificial intelligence on the development of critical thinking skills in students. European Research Studies Journal, 27(2), 1022-1039. https://doi.org/10.35808/ersj/3876

Tunjera, N., & Chigona, A. (2025, October). AI Literacy in Preservice Teachers Preparation Programs: A Global Meta-Analysis. In European Conference on e-Learning (pp. 363-370). Academic Conferences International Limited. https://doi.org/10.34190/ecel.24.1.4174

Venkatesh, V., Thong, J. Y., & Xu, X. (2012). Consumer acceptance and use of information technology: Extending the Unified Theory of Acceptance and Use of Technology1. MIS quarterly, 36(1), 157-178. https://doi.org/10.2307/41410412

Wajeed, M. A. (2026). Revolutionizing Higher education with generative AI: prospects, challenges, and future directions. In Generators, bots, and tutors: creative approaches to human-AI synergy in classroom instruction (pp. 131-160). IGI Global Scientific Publishing. http://.doi.rog/10.4018/979-8-3373-0847-0.ch005

Wang, S., Sun, Z., & Chen, Y. (2023). Effects of higher education institutes’ artificial intelligence capability on students' self-efficacy, creativity and learning performance. Education and Information Technologies, 28(5), 4919-4939. https://doi.org/10.1007/s10639-022-11338-4

Zayas, J. D. M., & Rofi'ah, N. (2022). The effect of digital literacy skills on improving teacher creativity. INSECTA: Integrative Science Education and Teaching Activity Journal, 3(2), 168-174. https://doi.org/10.21154/insecta.v3i2.5100

Descargas

Publicado

2026-05-26

Cómo citar

Guillén-Gámez, F. D., Habibi, A., Morales-Cevallos, M. B., & Pelicano-Piris, N. (2026). Competencias pedagógicas y conocimientos técnicos para el uso responsable de herramientas de inteligencia artificial generativa: Evidencia de una intervención formativa con futuros pedagogos. IJERI: International Journal of Educational Research and Innovation, (25), 1–22. https://doi.org/10.46661/ijeri.13165

Número

Sección

Artículos

Datos de los fondos

Artículos similares

1 2 3 4 5 6 7 8 9 10 > >> 

También puede Iniciar una búsqueda de similitud avanzada para este artículo.