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Choosing optimal means of knowledge visualization based on eye tracking for online education

In online education, the appropriate choice of means of knowledge visualization can reduce cognitive load and improve cognitive efficiency. However, no universal basis for selection can cause confusion in the pedagogical context. This study used the revised Bloom’s taxonomy to combine the types of k...

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Autores principales: Liu, Chan, Liu, Hao, Tan, Zhanglu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10152425/
https://www.ncbi.nlm.nih.gov/pubmed/37361846
http://dx.doi.org/10.1007/s10639-023-11815-4
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author Liu, Chan
Liu, Hao
Tan, Zhanglu
author_facet Liu, Chan
Liu, Hao
Tan, Zhanglu
author_sort Liu, Chan
collection PubMed
description In online education, the appropriate choice of means of knowledge visualization can reduce cognitive load and improve cognitive efficiency. However, no universal basis for selection can cause confusion in the pedagogical context. This study used the revised Bloom’s taxonomy to combine the types of knowledge with cognitive goals. We used a course on marketing research as an example to summarize the choices for visualizing factual knowledge (FK), conceptual knowledge (CK), procedural knowledge (PK), and metacognitive knowledge (MK) through four experiments. Visualized cognitive stages were used to determine the cognitive efficiencies of visualization for different knowledge types. In this stage, eye tracking is used for collecting eye movement indicators to measure cognitive load. The cognitive goals stage is used to get cognitive goals of the means of knowledge visualization. Combining the two stages, we get the conclusions as follows: Teachers and students can mostly benefit from presenting FK and CK points via mind maps. Using mind maps to teach FK online could be indirectly beneficial for improving students’ creativity. Concept maps may be chosen for this point if the linked knowledge points are PK and the achievement of the analytical objective is emphasized in the student’s knowledge points. The flowchart can be used to display PK, while timelines could be utilized if the PK point is to be presented in a temporal dimension. Teachers should choose the curve area chart to display MK. A pie chart might be chosen and added more instructions. The findings suggest that mind maps are very effective as a means of knowledge visualization in online education. In the meantime, it suggests that overly simplistic graphs increase cognitive load, while it also raises the possibility that redundant information in the text may increase cognitive load.
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spelling pubmed-101524252023-05-03 Choosing optimal means of knowledge visualization based on eye tracking for online education Liu, Chan Liu, Hao Tan, Zhanglu Educ Inf Technol (Dordr) Article In online education, the appropriate choice of means of knowledge visualization can reduce cognitive load and improve cognitive efficiency. However, no universal basis for selection can cause confusion in the pedagogical context. This study used the revised Bloom’s taxonomy to combine the types of knowledge with cognitive goals. We used a course on marketing research as an example to summarize the choices for visualizing factual knowledge (FK), conceptual knowledge (CK), procedural knowledge (PK), and metacognitive knowledge (MK) through four experiments. Visualized cognitive stages were used to determine the cognitive efficiencies of visualization for different knowledge types. In this stage, eye tracking is used for collecting eye movement indicators to measure cognitive load. The cognitive goals stage is used to get cognitive goals of the means of knowledge visualization. Combining the two stages, we get the conclusions as follows: Teachers and students can mostly benefit from presenting FK and CK points via mind maps. Using mind maps to teach FK online could be indirectly beneficial for improving students’ creativity. Concept maps may be chosen for this point if the linked knowledge points are PK and the achievement of the analytical objective is emphasized in the student’s knowledge points. The flowchart can be used to display PK, while timelines could be utilized if the PK point is to be presented in a temporal dimension. Teachers should choose the curve area chart to display MK. A pie chart might be chosen and added more instructions. The findings suggest that mind maps are very effective as a means of knowledge visualization in online education. In the meantime, it suggests that overly simplistic graphs increase cognitive load, while it also raises the possibility that redundant information in the text may increase cognitive load. Springer US 2023-05-02 /pmc/articles/PMC10152425/ /pubmed/37361846 http://dx.doi.org/10.1007/s10639-023-11815-4 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2023, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Liu, Chan
Liu, Hao
Tan, Zhanglu
Choosing optimal means of knowledge visualization based on eye tracking for online education
title Choosing optimal means of knowledge visualization based on eye tracking for online education
title_full Choosing optimal means of knowledge visualization based on eye tracking for online education
title_fullStr Choosing optimal means of knowledge visualization based on eye tracking for online education
title_full_unstemmed Choosing optimal means of knowledge visualization based on eye tracking for online education
title_short Choosing optimal means of knowledge visualization based on eye tracking for online education
title_sort choosing optimal means of knowledge visualization based on eye tracking for online education
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10152425/
https://www.ncbi.nlm.nih.gov/pubmed/37361846
http://dx.doi.org/10.1007/s10639-023-11815-4
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