Cognitive load management: Learning abstract and complex scientific concepts using visual metaphors and metonymies
This study applies the principles of metaphors and metonymies in visual learning media to manage students’ cognitive load and enhance their comprehension of complex scientific concepts, specifically cell biology, in lower secondary education. Using the ADDIE (analysis, design, development, implementation, and evaluation) model, a 2D animated audio-visual learning media was developed and evaluated. The research explored the impact of the developed learning media on intrinsic, extraneous, and germane cognitive loads using questionnaires and pre-/post-tests with 303 participants (science teachers and lower secondary students) from five districts in West Java, Indonesia. Expert evaluations from linguistics, media, and science education specialists were also incorporated. The results indicate that the developed visual media is effective in facilitating information processing and meaning-making, leading to improved comprehension and retention of complex cell biology concepts. The use of metaphors and metonymies helped students connect abstract scientific concepts to familiar contexts, reducing extraneous cognitive load and promoting deeper understanding and concept retention. Overall, the findings suggest that visual media employing metaphors and metonymies can be a valuable tool for teaching highly abstract and complex scientific concepts.
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Abawy, L. (2013). Metaphor: Powerful imagery bringing learning and teaching to life. Improving Schools, 16(2), 130–147. www.jstor.org/stable/40172805
Agbo, F. J., Olaleye, S. A., Bower, M., & Oyelere, S. S. (2023). Examining the relationships between students' perceptions of technology, pedagogy, and cognition: the case of immersive virtual reality mini games to foster computational thinking in higher education. Smart Learning Environments, 10(1), 1–22. https://doi.org/10.1186/s40561-023-00233-1
Albus, P., Vogt, A., & Seufert, T. (2021a). Signaling in virtual reality influences learning outcome and cognitive load. Computers and Education, 166(April 2020), 104154. https://doi.org/10.1016/j.compedu.2021.104154
Albus, P., Vogt, A., & Seufert, T. (2021b). Signaling in virtual reality influences learning outcome and cognitive load. Computers and Education, 166. https://doi.org/10.1016/j.compedu.2021.104154
Baranowska, K. (2021). Learning most with least effort: Subtitles and cognitive load. ELT Journal, 74(2), 105–115. https://doi.org/10.1093/ELT/CCZ060
Bearman, M., & Ajjawi, R. (2021). Can a rubric do more than be transparent? Invitation as a new metaphor for assessment criteria. Studies in Higher Education, 46(2), 359–368. https://doi.org/10.1080/03075079.2019.1637842
Bravo, íš., & Bohemia, E. (2021a). Design Process Models as Metaphors in Education Context. FormAkademisk, 14(4), 1–18. https://doi.org/10.7577/FORMAKADEMISK.4655
Bravo, íš., & Bohemia, E. (2021b). Design Process Models as Metaphors in Education Context. FormAkademisk, 14(4), 1–18. https://doi.org/10.7577/FORMAKADEMISK.4655
Brdar, M., & Brdar-Szabó, R. (2020a). The role of metaphors and metonymies in framing the transplantation discourse. Jezikoslovlje, 21(3), 305–344. https://doi.org/10.29162/jez.2020.10
Brdar, M., & Brdar-Szabó, R. (2020b). The role of metaphors and metonymies in framing the transplantation discourse. Jezikoslovlje, 21(3), 305–344. https://doi.org/10.29162/jez.2020.10
Castro-Alonso, J. C., de Koning, B. B., Fiorella, L., & Paas, F. (2021). Five Strategies for Optimizing Instructional Materials: Instructor- and Learner-Managed Cognitive Load. In Educational Psychology Review (Vol. 33, Issue 4, pp. 1379–1407). Springer. https://doi.org/10.1007/s10648-021-09606-9
DoÄŸan, Z., & Sí¶nmez, D. (2019). The effect of using mathematical games on primary school 4th grade students' attitudes towards mathematics course and their visual metaphorical perceptions. Journal of Education and E-Learning Research, 6(2), 52–60. https://doi.org/10.20448/journal.509.2019.62.52.60
Favela, L. H., & Amon, M. J. (2023). Reframing Cognitive Science as a Complexity Science. In Cognitive Science (Vol. 47, Issue 4). John Wiley and Sons Inc. https://doi.org/10.1111/cogs.13280
Fox, S., & Rey, V. F. (2024). A Cognitive Load Theory (CLT) Analysis of Machine Learning Explainability, Transparency, Interpretability, and Shared Interpretability. Machine Learning and Knowledge Extraction, 6(3), 1494–1509. https://doi.org/10.3390/make6030071
Hanif, M. (2020). The development and effectiveness of motion graphic animation videos to improve primary school students' sciences learning outcomes. International Journal of Instruction, 13(4), 247–266. https://doi.org/10.29333/iji.2020.13416a
Hery Murtianto, Y., Agus Herlambang, B., & . M. (2022). Cognitive Load Theory on Virtual Mathematics Laboratory: Systematic Literature Review. KnE Social Sciences. https://doi.org/10.18502/kss.v7i19.12461
Hogan, D., & O'flaherty, J. (2021). Addressing education for sustainable development in the teaching of science: the case of a biological sciences teacher education program. Sustainability (Switzerland), 13(21). https://doi.org/10.3390/su132112028
Hsu, I., & Chiang, W. Y. (2022). "˜Seeing' music from manga: visualizing music with embodied mechanisms of musical experience. Visual Communication, 21(4), 623–644. https://doi.org/10.1177/1470357220974707
Ismaeel, D. A., & Mulhim, E. N. Al. (2021). The influence of interactive and static infographics on the academic achievement of reflective and impulsive students. Australasian Journal of Educational Technology, 37(1), 147–162. https://doi.org/10.14742/ajet.6138
Jahic Pettersson, A., Danielsson, K., & Rundgren, C. J. (2020). "˜Traveling nutrients': how students use metaphorical language to describe digestion and nutritional uptake. International Journal of Science Education, 42(8), 1281–1301. https://doi.org/10.1080/09500693.2020.1756514
Jordan, J., Wagner, J., Manthey, D. E., Wolff, M., Santen, S., & Cico, S. J. (2020). Optimizing Lectures From a Cognitive Load Perspective. AEM Education and Training, 4(3), 306–312. https://doi.org/10.1002/aet2.10389
Kala, N., & Ayas, A. (2023). Effect of instructional design based on cognitive load theory on students' performances and the indicators of element interactivity. Journal of Turkish Science Education, 20(3), 468–489. https://doi.org/10.36681/tused.2023.027
Kerzel, D., & Andres, M. K. S. (2020). Object features reinstated from episodic memory guide attentional selection. Cognition, 197(September 2019), 104158. https://doi.org/10.1016/j.cognition.2019.104158
Kupferman, D. W. (2018). Dangerous liaisons: Metonymic effects between school and education. Policy Futures in Education, 16(7), 906–917. https://doi.org/10.1177/1478210317753029
Lacković, N., & Olteanu, A. (2020). Rethinking educational theory and practice in times of visual media: Learning as image-concept integration. Educational Philosophy and Theory, 53(6), 597–612. https://doi.org/10.1080/00131857.2020.1799783
Lancor, R. (2015). An Analysis of Metaphors Used by Students to Describe Energy in an Interdisciplinary General Science Course. International Journal of Science Education, 37(5–6), 876–902. https://doi.org/10.1080/09500693.2015.1025309
Margariti, K., Hatzithomas, L., Boutsouki, C., & Zotos, Y. (2022). Α path to our heart: Visual metaphors and "white" space in advertising aesthetic pleasure. International Journal of Advertising, 41(4), 731–770. https://doi.org/10.1080/02650487.2021.1914446
Maxcey, A. M., McCann, M., & Stallkamp, S. (2020). Recognition-induced forgetting is caused by episodic, not semantic, memory retrieval tasks. Attention, Perception, and Psychophysics, 82(4), 1539–1547. https://doi.org/10.3758/s13414-020-01987-3
Moya Guijarro, A. J. (2019). Communicative functions of visual metonymies in picture books targeted at children in two different age groups. A multimodal analysis. Word, 65(4), 193–212. https://doi.org/10.1080/00437956.2019.1670932
Neal-Smith, J., Bishop, G., & Townley, B. (2023). Stories, Toys and Music: Influences on a Student Engagement Metaphor. Journal of Higher Education Theory and Practice, 23(2), 44–50. https://doi.org/10.33423/jhetp.v23i2.5807
Ommering, B. W. C., Wijnen-Meijer, M., Dolmans, D. H. J. M., Dekker, F. W., & van Blankenstein, F. M. (2020). Promoting positive perceptions of and motivation for research among undergraduate medical students to stimulate future research involvement: a grounded theory study. BMC Medical Education, 20(1), 204. https://doi.org/10.1186/s12909-020-02112-6
Paas, F., & van Merrií«nboer, J. J. G. (2020). Cognitive-Load Theory: Methods to Manage Working Memory Load in the Learning of Complex Tasks. Current Directions in Psychological Science, 29(4), 394–398. https://doi.org/10.1177/0963721420922183
Purcell, J. M. (2018). "Seeing the Light": A Cognitive Approach to the Metaphorical in Picture Books. Children's Literature in Education, 49(3), 356–375. https://doi.org/10.1007/s10583-016-9309-z
Rajsic, J., Hilchey, M. D., Woodman, G. F., & Pratt, J. (2020). Visual working memory load does not eliminate visuomotor repetition effects. Attention, Perception, and Psychophysics, 82(3), 1290–1303. https://doi.org/10.3758/s13414-019-01839-9
Shimizu, I., Matsuyama, Y., Duvivier, R., & van der Vleuten, C. (2021). Contextual attributes to promote positive social interdependence in problem-based learning: a focus group study. BMC Medical Education, 21(1), 1–9. https://doi.org/10.1186/s12909-021-02667-y
Skulmowski, A., & Xu, K. M. (2022). Understanding Cognitive Load in Digital and Online Learning: a New Perspective on Extraneous Cognitive Load. In Educational Psychology Review (Vol. 34, Issue 1, pp. 171–196). Springer. https://doi.org/10.1007/s10648-021-09624-7
Sofyan, H. A. E. S. J. (2019). Development of E-Modules Based on Local Wisdom in Central Learning Model at Kindergartens in Jambi City. European Journal of Educational Research, 8(4). https://doi.org/10.12973/eu-jer.8.4.1137
Su, S., Wang, R., Zhou, R., Chen, Z., & Zhou, F. (2023). The effectiveness of virtual reality, augmented reality, and mixed reality training in total hip arthroplasty: a systematic review and meta-analysis. Journal of Orthopaedic Surgery and Research, 18(1), 121. https://doi.org/10.1186/s13018-023-03604-z
Susilaningsih, E., Drastisianti, A., Lastri, Kusumo, E., & Alighiri, D. (2019). The analysis of concept mastery using redox teaching materials with multiple representation and contextual teaching learning approach. Jurnal Pendidikan IPA Indonesia, 8(4), 475–481. https://doi.org/10.15294/jpii.v8i4.18072
Tabatabaee, S. S., Jambarsang, S., & Keshmiri, F. (2024). Cognitive load theory in workplace-based learning from the viewpoint of nursing students: application of a path analysis. BMC Medical Education, 24(1). https://doi.org/10.1186/s12909-024-05664-z
Tarng, W., Pan, I. C., & Ou, K. L. (2022). Effectiveness of Virtual Reality on Attention Training for Elementary School Students. Systems, 10(4). https://doi.org/10.3390/systems10040104
Veliz, L., & Véliz-Campos, M. (2022). A Socio-Semiotic Analysis of Latino Migrants' Metaphorical Conceptualizations of Language Learning. Journal of Latinos and Education, 21(2), 142–156. https://doi.org/10.1080/15348431.2019.1630285
Yun, E. (2021). Comparing the Reading Behaviours of Students with High- and Low-Level Comprehension of Scientific Terms by Eye Movement Analysis. Research in Science Education, 51(4), 939–956. https://doi.org/10.1007/s11165-020-09935-9
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