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Impacts of Color Coding on Programming Learning in Multimedia Learning: Moving Toward a Multimodal Methodology

In the present study, we tested the effectiveness of color coding on the programming learning of students who were learning from video lectures. Effectiveness was measured using multimodal physiological measures, combining eye tracking and electroencephalography (EEG). Using a between-subjects desig...

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Autores principales: Liu, Yang, Ma, Weifeng, Guo, Xiang, Lin, Xuefen, Wu, Chennan, Zhu, Tianshui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8677832/
https://www.ncbi.nlm.nih.gov/pubmed/34925175
http://dx.doi.org/10.3389/fpsyg.2021.773328
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author Liu, Yang
Ma, Weifeng
Guo, Xiang
Lin, Xuefen
Wu, Chennan
Zhu, Tianshui
author_facet Liu, Yang
Ma, Weifeng
Guo, Xiang
Lin, Xuefen
Wu, Chennan
Zhu, Tianshui
author_sort Liu, Yang
collection PubMed
description In the present study, we tested the effectiveness of color coding on the programming learning of students who were learning from video lectures. Effectiveness was measured using multimodal physiological measures, combining eye tracking and electroencephalography (EEG). Using a between-subjects design, 42 university students were randomly assigned to two video lecture conditions (color-coded vs. grayscale). The participants’ eye tracking and EEG signals were recorded while watching the assigned video, and their learning performance was subsequently assessed. The results showed that the color-coded design was more beneficial than the grayscale design, as indicated by smaller pupil diameter, shorter fixation duration, higher EEG theta and alpha band power, lower EEG cognitive load, and better learning performance. The present findings have practical implications for designing slide-based programming learning video lectures; slides should highlight the format of the program code using color coding.
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spelling pubmed-86778322021-12-18 Impacts of Color Coding on Programming Learning in Multimedia Learning: Moving Toward a Multimodal Methodology Liu, Yang Ma, Weifeng Guo, Xiang Lin, Xuefen Wu, Chennan Zhu, Tianshui Front Psychol Psychology In the present study, we tested the effectiveness of color coding on the programming learning of students who were learning from video lectures. Effectiveness was measured using multimodal physiological measures, combining eye tracking and electroencephalography (EEG). Using a between-subjects design, 42 university students were randomly assigned to two video lecture conditions (color-coded vs. grayscale). The participants’ eye tracking and EEG signals were recorded while watching the assigned video, and their learning performance was subsequently assessed. The results showed that the color-coded design was more beneficial than the grayscale design, as indicated by smaller pupil diameter, shorter fixation duration, higher EEG theta and alpha band power, lower EEG cognitive load, and better learning performance. The present findings have practical implications for designing slide-based programming learning video lectures; slides should highlight the format of the program code using color coding. Frontiers Media S.A. 2021-12-03 /pmc/articles/PMC8677832/ /pubmed/34925175 http://dx.doi.org/10.3389/fpsyg.2021.773328 Text en Copyright © 2021 Liu, Ma, Guo, Lin, Wu and Zhu. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Psychology
Liu, Yang
Ma, Weifeng
Guo, Xiang
Lin, Xuefen
Wu, Chennan
Zhu, Tianshui
Impacts of Color Coding on Programming Learning in Multimedia Learning: Moving Toward a Multimodal Methodology
title Impacts of Color Coding on Programming Learning in Multimedia Learning: Moving Toward a Multimodal Methodology
title_full Impacts of Color Coding on Programming Learning in Multimedia Learning: Moving Toward a Multimodal Methodology
title_fullStr Impacts of Color Coding on Programming Learning in Multimedia Learning: Moving Toward a Multimodal Methodology
title_full_unstemmed Impacts of Color Coding on Programming Learning in Multimedia Learning: Moving Toward a Multimodal Methodology
title_short Impacts of Color Coding on Programming Learning in Multimedia Learning: Moving Toward a Multimodal Methodology
title_sort impacts of color coding on programming learning in multimedia learning: moving toward a multimodal methodology
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8677832/
https://www.ncbi.nlm.nih.gov/pubmed/34925175
http://dx.doi.org/10.3389/fpsyg.2021.773328
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