Ir al contenido

Documat


Pedagogical Competences and Technical Knowledge for the Responsible Use of Generative Artificial Intelligence Tools: Evidence from a Training Intervention with Future Pedagogues

  • Francisco David Guillén-Gámez [1] ; Akhmad Habibi [2] ; María Belén Morales-Cevallos [3] ; Noelia Pelicano-Piris [4]
    1. [1] Universidad de Málaga

      Universidad de Málaga

      Málaga, España

    2. [2] Jambi University

      Jambi University

      Indonesia

    3. [3] Universidad Tecnológica Ecotec

      Universidad Tecnológica Ecotec

      Guayaquil, Ecuador

    4. [4] Universidad Rey Juan Carlos

      Universidad Rey Juan Carlos

      Madrid, España

  • Localización: IJERI: International journal of Educational Research and Innovation, ISSN-e 2386-4303, n. 25, 2026
  • Idioma: inglés
  • DOI: 10.46661/ijeri.13165
  • Títulos paralelos:
    • Competencias pedagógicas y conocimientos técnicos para el uso responsable de herramientas de inteligencia artificial generativa: Evidencia de una intervención formativa con futuros pedagogos
  • Enlaces
  • Resumen
    • español

      La creciente presencia de la Inteligencia Artificial (IA) y de la Inteligencia Artificial Generativa (IAGen) en los contextos educativos requiere que los futuros 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 de 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.

    • English

      The growing presence of Artificial Intelligence (AI) and Generative Artificial Intelligence (GenAI) in educational contexts requires future education professionals to develop both pedagogical competences and technical knowledge. This study examines pedagogy students’ self-perceived competences related to the educational use of GenAI tools. Specifically, it analyses their levels before and after a university training intervention, as well as potential differences according to sex and the relationship with academic motivation and self-perceived creativity. A quasi-experimental pretest–posttest design was implemented with 112 pedagogy students at the University of Málaga. The study assessed three dimensions: pedagogical competences for creating materials with GenAI tools, pedagogical competences for planning learning activities with GenAI tools, and technical knowledge of GenAI. Data were collected through a validated self-assessment instrument. The results revealed moderate initial levels of pedagogical competences and comparatively lower levels of technical knowledge prior to the intervention. After the training experience, statistically significant improvements were observed across all dimensions, with large effect sizes, particularly in technical knowledge. No significant differences were found according to sex. Academic motivation showed limited associations with competency development, whereas self-perceived creativity in designing digital activities was positively related to several competency dimensions. These findings highlight the importance of integrating training on GenAI tools into higher education programmes to support the development of pedagogical and technical competences among future pedagogy professionals.

  • Referencias bibliográficas
    • Acosta-Enriquez, B. G., Villena Zapata, L. I., Huamaní Jordan, O., López Roca, C., Cabrera Cipirán, B. M., Saavedra Villacrez, W., & Arbulu...
    • Aksoy, M., Aksoy, D. A., Polat, E., Hopcan, S., & Bush, A. (2026). Cross‐Cultural Patterns in Artificial Intelligence Literacy Development:...
    • Alieto, E., Abequibel-Encarnacion, B., Estigoy, E., Balasa, K., Eijansantos, A., & Torres-Toukoumidis, A. (2024). Teaching inside a digital...
    • Altuna, J., Pascual-Sagastizabal, E., Cruz-Iglesias, E., Aierbe, A., Madinabeitia, A., Marko, I., & Diez-Guiral, U. (2021). Assessing...
    • Balasa, K. A. (2025). Interplay of AI Literacy, Readiness-Confidence, and Acceptance among Pre-Service Teachers in Philippine Higher Education:...
    • Baskar, S. (2025). Generative AI: Recent Advances and Their Impact on Education. Generative AI Approaches to Sustainable Development in Higher...
    • Cetin, O., & Celen, G. (2025). Investigation of Pre-Service Teachers' Artificial Intelligence Literacy and Views on the Use of Artificial...
    • Cho, H., Pemberton, C. L., & Ray, B. (2017). An exploration of the existence, value and importance of creativity education. Current Issues...
    • Contreras, I., Hossfeld, S., de Boer, K., Wiedler, J. T., & Ghidinelli, M. (2024). Revolutionising faculty development and continuing...
    • Daher, R. (2025). Integrating AI literacy into teacher education: a critical perspective paper. Discover Artificial Intelligence, 5(1), 1-20....
    • de la Flor Bancalero, P., Guillén-Gámez, F. D., Stošić, L., & Giménez-Gualdo, A. M. (2026). Teacher Competencies in the Willingness to...
    • de la Flor-Bancalero, P., & Guillen-Gamez, F. D. (2026). What Digital Competencies Should Teachers Possess to Teach Educational Cybersecurity...
    • Dumagay, A. H. (2025). Preservice teachers and AI in education 5.0: examining literacy, anxiety, and attitudes across gender, socioeconomic...
    • 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...
    • Gamlem, S. M., McGrane, J., Brandmo, C., Moltudal, S., Sun, S. Z., & Hopfenbeck, T. N. (2026). Exploring pre-service teachers’ attitudes...
    • García de Blanes Sebastián, M., Sarmiento Guede, J. R., & Antonovica, A. (2022). Application and extension of the UTAUT2 model for determining...
    • Giannakos, M., Azevedo, R., Brusilovsky, P., Cukurova, M., Dimitriadis, Y., Hernandez-Leo, D., ... & Rienties, B. (2025). The promise...
    • Guillén-Gámez, F. D., Pinto-Llorente, A. M., Mladenović, M., & Mohamed, A. M. (2026). Design and validation of an instrument to evaluate...
    • Guillén-Gámez, F. D., Ruiz-Palmero, J., & Gómez-García, M. (2024). Digital competences in research: creativity and entrepreneurship as...
    • Guillén-Gámez, F. D., Sánchez-Vega, E., Colomo-Magaña, E., & Sánchez-Rivas, E. (2025). Incident factors in the use of ChatGPT and dishonest...
    • Hashim, S., Omar, M. K., Ab Jalil, H., & Sharef, N. M. (2022). Trends on technologies and artificial intelligence in education for personalized...
    • Heine, S., & König, J. (2025). Applying artificial intelligence in teacher education: Preservice teachers’ attitudes and reflections in...
    • Heng, C. K., Sathasivam, R. V., Mafarja, N., & Rahim, S. S. A. (2026). Exploring the benefits and challenges of AI-driven lesson planning...
    • Huang, T., Wu, C., & Wu, M. (2025). Developing pre-service language teachers’ GenAI literacy: an interventional study in an English language...
    • Hung, W., & Sitthiworachart, J. (2020). In-Service Teachers’ Conception of Creativity and Its Relation with Technology: A Perspective...
    • Karaduman, C. (2025). Pre-service EFL teachers’ perceived AI literacy and competency: The integration of ChatGPT into English language teacher...
    • Krishnan, R. B., Subramaniyaswamy, V., Rajasekar, E., & Manikandan, G. (2025). Impact of Commercial Applications on GenAI with Its Evolving...
    • Lu, J., Zheng, R., Gong, Z., & Xu, H. (2024). Supporting teachers’ professional development with generative AI: The effects on higher...
    • Memon, T. D., & Kwan, P. (2025). A Collaborative Model for Integrating Teacher and GenAI into Future Education. TechTrends, 69(6), 1-15....
    • Meylani, R. (2024). Artificial intelligence in the education of teachers: A qualitative synthesis of the cutting-edge research literature....
    • Mohamed, A. M., Shaaban, T. S., Bakry, S. H., Guillén-Gámez, F. D., & Strzelecki, A. (2025). Empowering the faculty of education students:...
    • Moorhouse, B. L., Wan, Y., Wu, C., Kohnke, L., Ho, T. Y., & Kwong, T. (2024). Developing language teachers’ professional generative AI...
    • 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....
    • Öncü, S., Guillén-Gámez, F. D., & Çiğdem, H. (2026). Redefining Participation: A Generative Approach to Elevating Student Engagement in...
    • Radiowala, A. A. (2024). A study of usage of AI tools and their impact on quality and efficiency of content development. JOURNAL OF GLOBAL...
    • Rani, J., Guru, R., Santhanam, S., Molla, W. T., Singh, J., & Dutt, S. (2025). AI Revolutionizing Education: Exploring Trends, Technologies,...
    • Rehmat, M. A., Hassan, H., Khan, H. A., & Abrar, K. (2025). Artificial Intelligence in the Classroom: Teachers’ Lived Experiences and...
    • 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...
    • Salifu, I., Arthur, F., Arkorful, V., Abam Nortey, S., & Solomon Osei-Yaw, R. (2024). Economics students’ behavioural intention and usage...
    • Singh, R. J. (2023). Transforming higher education: The power of artificial intelligence. International Journal of Multidisciplinary Research...
    • Stöhr, C., Ou, A. W., & Malmström, H. (2024). Perceptions and usage of AI chatbots among students in higher education across genders,...
    • Szmyd, K., & Mitera, E. (2024). The impact of artificial intelligence on the development of critical thinking skills in students. European...
    • Tunjera, N., & Chigona, A. (2025, October). AI Literacy in Preservice Teachers Preparation Programs: A Global Meta-Analysis. In European...
    • Venkatesh, V., Thong, J. Y., & Xu, X. (2012). Consumer acceptance and use of information technology: Extending the Unified Theory of Acceptance...
    • Wajeed, M. A. (2026). Revolutionizing Higher education with generative AI: prospects, challenges, and future directions. In Generators, bots,...
    • Wang, S., Sun, Z., & Chen, Y. (2023). Effects of higher education institutes’ artificial intelligence capability on students' self-efficacy,...
    • Zayas, J. D. M., & Rofi'ah, N. (2022). The effect of digital literacy skills on improving teacher creativity. INSECTA: Integrative...

Fundación Dialnet

Mi Documat

Opciones de artículo

Opciones de compartir

Opciones de entorno