Multimodal learning

Where technology meets pedagogy

Dr. Sharon Klinkenberg

University of Amsterdam

2026-06-17

Personalized Learning and Media Diversity

What is personalized learning?

  • Do we need to tailor education?
  • Multimodal learning
    Olivier (2022)
    • Text, video, audio
    • Interactive widgets
    • Assessment tools
  • Analyzing what works
    (Guerrero-Sosa et al., 2025)
  • Learning anywhere, anytime

Balancing Guidance and Autonomy

Didactics vs self-regulated learning

  • Balancing guidance and autonomy
  • Educational design vs learner control
  • Actionable learning goals
  • Self-regulated learning skills

NotebookML

Assessment drives learning

  • Assessmeent as e-learning
  • Connection to learning goals
  • Formative and summative

Open Educational Resources

Sustainability and Responsibility

References

Achuthan, K. (2025). Artificial intelligence and learner autonomy: A meta-analysis of self-regulated and self-directed learning. Frontiers in Education, 10, 1738751. https://doi.org/10.3389/feduc.2025.1738751
Babayev, J. (2025). Algorithmic autonomy or dependence? A mixed-methods study on AI personalization and self-regulated learning in higher education. Journal of Azerbaijan Language and Education Studies, 2(4). https://doi.org/10.69760/jales.2025004002
Guerrero-Sosa, J. D. T., Romero, F. P., Menéndez-Domínguez, V. H., Serrano-Guerrero, J., Montoro-Montarroso, A., & Olivas, J. A. (2025). A comprehensive review of multimodal analysis in education. Applied Sciences, 15(11), 5896. https://doi.org/10.3390/app15115896
Harun, R. N. S. R., & Singh, A. K. J. (2024). A systematic review of multimodal learning in higher education. In Innovative pedagogical practices for higher education 4.0. CRC Press, Taylor & Francis. https://doi.org/10.1201/9781003400691-18
Midgette, E., Stewart, O. G., & August, I. (2025). Understanding multimodal assessment practices in higher education to improve equity. Education Sciences, 15(11), 1523. https://doi.org/10.3390/educsci15111523
Olivier, L. (2022). Multimodal composition pedagogy in higher education: A paradigm shift. Per Linguam, 37(2), 13–31. https://doi.org/10.5785/37-2-996
Romero-Ariza, M., Quesada, A., Abril, A. M., Rodríguez-Ortega, P. G., & Martín-Peciña, M. (2025). Open educational resources: Teachers’ perception and impact on students’ motivation and meaningful learning. Education Sciences, 15(10), 1286. https://doi.org/10.3390/educsci15101286

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