Yu-Shan Chang
Current Organizations / Institutes
The organizations/institutes from the scholar's latest article
Research Subjects
Yu-Shan Chang has a total of 28 co-authors. Here are the top co-authors by number of shared publications:
- Yen-Yin Wang
Department of Technology Application and Human Resource Development, National Taiwan Normal University, Taipei City 106, Taiwan
3 shared publications Chia-Hui Chou
Department of Technology Application and Human Resource Development, National Taiwan Normal University, Taipei, Taiwan
1 shared publicationChien‐Yu Lin
Science and Technology Policy Research and Information Center National Applied Research Laboratories Taipei City Taiwan
1 shared publication- Hsien-Sheng Hsiao
National Taiwan Normal University
1 shared publication - Hsin-Jou Tsai
Department of Technology Application and Human Resource Development, National Taiwan Normal University, Taipei City 106, Taiwan
1 shared publication Hung‐Chang Lin
Department of Technology Application and Human Resource Development National Taiwan Normal University Taipei Taiwan
1 shared publication
Latest Publications
- 13 July 2026
- Published by Elsevier in Thinking Skills and Creativity
- Vol. 62
Exploring the impact of augmented reality on cognitive load, emotion, and creative performance
- 13 July 2026
- Published by Elsevier in Thinking Skills and Creativity
- Vol. 62
Exploring the impact of augmented reality on cognitive load, emotion, and creative performance
- 13 May 2025
- Published by Wiley in Journal of Computer Assisted Learning
- Vol. 41 (3)
Engagement, Academic Emotions, and Artificial Intelligence Application Creativity in the Metaverse: A Study of Facial Expressions
Background: Due to the rapid development of artificial intelligence (AI) and the widespread adoption of online learning post‐COVID‐19, the metaverse has become an important strategy for innovative teaching. Objectives: This study aimed to investigate the impact of the metaverse on learning engagement, learning emotions, and creative performance in AI applications by analysing academic emotions through facial expressions. Methods: The study was conducted as a non‐equivalent group pretest–posttest quasi‐experimental construct involving 97 students from a public high school. The experimental teaching theme focused on AI image recognition and speech recognition, with the experimental group receiving online metaverse instruction and the control group receiving instruction through Google Meet. Results and Conclusion: Key findings include the following: the metaverse significantly and positively influenced cognitive, emotional, and social dimensions of learning engagement, but no impact was observed on the behavioural dimension; the metaverse had a substantial impact on the creative performance of AI application design, particularly in the empathy, definition, ideation, and testing stages; and the metaverse significantly affected academic emotions, with increased expressions of anger and sadness observed, particularly during the empathy, definition, and ideation stages of design thinking. Thus, the results of this study provide a pedagogical foundation for the adoption of the metaverse and auxiliary tools in teaching.
- 13 May 2025
- Published by Wiley in Journal of Computer Assisted Learning
- Vol. 41 (3)
Engagement, Academic Emotions, and Artificial Intelligence Application Creativity in the Metaverse: A Study of Facial Expressions
Background: Due to the rapid development of artificial intelligence (AI) and the widespread adoption of online learning post‐COVID‐19, the metaverse has become an important strategy for innovative teaching. Objectives: This study aimed to investigate the impact of the metaverse on learning engagement, learning emotions, and creative performance in AI applications by analysing academic emotions through facial expressions. Methods: The study was conducted as a non‐equivalent group pretest–posttest quasi‐experimental construct involving 97 students from a public high school. The experimental teaching theme focused on AI image recognition and speech recognition, with the experimental group receiving online metaverse instruction and the control group receiving instruction through Google Meet. Results and Conclusion: Key findings include the following: the metaverse significantly and positively influenced cognitive, emotional, and social dimensions of learning engagement, but no impact was observed on the behavioural dimension; the metaverse had a substantial impact on the creative performance of AI application design, particularly in the empathy, definition, ideation, and testing stages; and the metaverse significantly affected academic emotions, with increased expressions of anger and sadness observed, particularly during the empathy, definition, and ideation stages of design thinking. Thus, the results of this study provide a pedagogical foundation for the adoption of the metaverse and auxiliary tools in teaching.
- 15 April 2025
- Published by Taylor & Francis in Interactive Learning Environments
- Vol. 33 (10) , 5976-5995
Influence of augmented reality and computer simulation hybrid teaching on creative self-efficacy, cognitive load, and engineering design creativity: a brainwave study
- 15 April 2025
- Published by Taylor & Francis in Interactive Learning Environments
- Vol. 33 (10) , 5976-5995
Influence of augmented reality and computer simulation hybrid teaching on creative self-efficacy, cognitive load, and engineering design creativity: a brainwave study
- Open Access
- 3 April 2025
- Published by Springer Nature in International Journal of Technology and Design Education
- Vol. 35 (5) , 2025-2047
Effects of design thinking STEAM instruction on AI learning and creativity
- 3 April 2025
- Published by Springer Nature in International Journal of Technology and Design Education
- Vol. 35 (5) , 2025-2047
Open AccessEffects of design thinking STEAM instruction on AI learning and creativity
- Open Access
- 22 July 2024
- Published by MDPI AG in Sustainability
- Vol. 16 (14) , 6264
The Metaverse in Green Building Concept Learning, Creative Design Performance, and Learning Engagement
Due to the rapid advancement of technology, environmental sustainability education has gained significant attention. This study aimed to explore the effect of the metaverse on green building concept learning, creative design performance, and learning engagement. This research was conducted with 61 students from a public high school, employing a quasi-experimental design with nonequivalent groups. The experimental teaching theme was green building education, where the experimental group used online metaverse with Minecraft-assisted teaching, while the comparison group used internet images for assistance. Our research results were as follows: 1. The metaverse had a large effect size on the example dimension of concept learning but no significant effect on the linkages, hierarchical structures, or cross-linking terms. 2. The metaverse significantly enhanced creative design performance, including value, usability, novelty, and elaboration. 3. The metaverse had a significant effect on learning engagement, particularly in learning attitudes.
- 22 July 2024
- Published by MDPI AG in Sustainability
- Vol. 16 (14) , 6264
Open AccessThe Metaverse in Green Building Concept Learning, Creative Design Performance, and Learning Engagement
Due to the rapid advancement of technology, environmental sustainability education has gained significant attention. This study aimed to explore the effect of the metaverse on green building concept learning, creative design performance, and learning engagement. This research was conducted with 61 students from a public high school, employing a quasi-experimental design with nonequivalent groups. The experimental teaching theme was green building education, where the experimental group used online metaverse with Minecraft-assisted teaching, while the comparison group used internet images for assistance. Our research results were as follows: 1. The metaverse had a large effect size on the example dimension of concept learning but no significant effect on the linkages, hierarchical structures, or cross-linking terms. 2. The metaverse significantly enhanced creative design performance, including value, usability, novelty, and elaboration. 3. The metaverse had a significant effect on learning engagement, particularly in learning attitudes.
- 2 May 2023
- Published by Taylor & Francis in Interactive Learning Environments
- Vol. 32 (8) , 4719-4738
Influence of online STEAM hands-on learning on AI learning, creativity, and creative emotions
Given the importance of innovation, artificial intelligence (AI) education, and online learning during the COVID-19 pandemic, we explored the effects of science, technology, engineering, art, and mathematics (STEAM) hands-on learning on online AI learning and creativity. We also analyzed the effects of creative emotions on AI learning using facial expressions. We recruited 25 preservice teachers at a public university as participants. A pretest – post-test nonequivalent comparison group design was adopted. AI learning was applied to experimental teaching. The experimental and control groups received online STEAM hands-on learning and standard teaching, respectively. The findings were as follows: STEAM hands-on learning had a significant positive effect on the conjunction item, example item, and total AI concept scores, and an even greater positive effect on AI attitude scores, particularly for AI processing and output; the effect size of STEAM hands-on learning on AI creativity was large, and the effect was positive in terms of design novelty, elaboration, and usability; and participants had higher anger levels in the designing and drawing AI learning stages, implying a high degree of focus and engagement. Finally, recommendations for instruction include the use of more online resources and engaging practical software to improve professional learning and enjoyment.
- 2 May 2023
- Published by Taylor & Francis in Interactive Learning Environments
- Vol. 32 (8) , 4719-4738
Influence of online STEAM hands-on learning on AI learning, creativity, and creative emotions
Given the importance of innovation, artificial intelligence (AI) education, and online learning during the COVID-19 pandemic, we explored the effects of science, technology, engineering, art, and mathematics (STEAM) hands-on learning on online AI learning and creativity. We also analyzed the effects of creative emotions on AI learning using facial expressions. We recruited 25 preservice teachers at a public university as participants. A pretest – post-test nonequivalent comparison group design was adopted. AI learning was applied to experimental teaching. The experimental and control groups received online STEAM hands-on learning and standard teaching, respectively. The findings were as follows: STEAM hands-on learning had a significant positive effect on the conjunction item, example item, and total AI concept scores, and an even greater positive effect on AI attitude scores, particularly for AI processing and output; the effect size of STEAM hands-on learning on AI creativity was large, and the effect was positive in terms of design novelty, elaboration, and usability; and participants had higher anger levels in the designing and drawing AI learning stages, implying a high degree of focus and engagement. Finally, recommendations for instruction include the use of more online resources and engaging practical software to improve professional learning and enjoyment.
- 7 September 2022
- Published by Elsevier in Thinking Skills and Creativity
- Vol. 46
Influences of virtual reality on design creativity and design thinking
- 7 September 2022
- Published by Elsevier in Thinking Skills and Creativity
- Vol. 46
Influences of virtual reality on design creativity and design thinking
- 23 August 2022
- Published by Wiley in British Journal of Educational Technology
- Vol. 54 (2) , 581-602
Effects of virtual reality on creativity performance and perceived immersion: A study of brain waves
The purpose of this study was to explore the effects of virtual reality (VR) application on creative performance and immersion, evaluated through electroencephalography brain wave data to achieve accurate and robust results. In this study, 72 middle school teachers were recruited as participants, and a non‐randomized control‐group pre‐test–post‐test design was employed. The experimental group received VR‐based design instruction, and the control group received lecture‐based design training. Our results revealed that VR significantly affects immersion, especially with regard to attention. Additionally, VR had a positive effect on the feasibility of the creative process, although its effects on variety and novelty were inconclusive. VR was significantly correlated with theta, beta, and gamma brain wave activity. VR also increased attention‐related and meditation‐related brain wave activity and desynchronized alpha waves. Practitioner notes: What is already known about this topic VR is used in many areas. VR in education is getting more important day after day. What this paper adds VR significantly affects immersion, especially with regard to attention. VR had a positive effect on the feasibility of the creative process, although its effects on variety and novelty were inconclusive. VR was significantly correlated with theta, beta, and gamma brain wave activity. VR also increased attention‐related and meditation‐related brain wave activity and desynchronized alpha waves. Implications for practice and/or policy User lack of familiarity with VR may also have influenced the results; more VR learning materials should be provided for learners. In addition to using a larger sample, future studies should focus on creative novelty when developing VR content to improve creative processes and outcomes. Familiarizing learners with the use of VR could effectively reduce the cognitive load, as well as contribute to the stimulation of creative brain waves.
- 23 August 2022
- Published by Wiley in British Journal of Educational Technology
- Vol. 54 (2) , 581-602
Effects of virtual reality on creativity performance and perceived immersion: A study of brain waves
The purpose of this study was to explore the effects of virtual reality (VR) application on creative performance and immersion, evaluated through electroencephalography brain wave data to achieve accurate and robust results. In this study, 72 middle school teachers were recruited as participants, and a non‐randomized control‐group pre‐test–post‐test design was employed. The experimental group received VR‐based design instruction, and the control group received lecture‐based design training. Our results revealed that VR significantly affects immersion, especially with regard to attention. Additionally, VR had a positive effect on the feasibility of the creative process, although its effects on variety and novelty were inconclusive. VR was significantly correlated with theta, beta, and gamma brain wave activity. VR also increased attention‐related and meditation‐related brain wave activity and desynchronized alpha waves. Practitioner notes: What is already known about this topic VR is used in many areas. VR in education is getting more important day after day. What this paper adds VR significantly affects immersion, especially with regard to attention. VR had a positive effect on the feasibility of the creative process, although its effects on variety and novelty were inconclusive. VR was significantly correlated with theta, beta, and gamma brain wave activity. VR also increased attention‐related and meditation‐related brain wave activity and desynchronized alpha waves. Implications for practice and/or policy User lack of familiarity with VR may also have influenced the results; more VR learning materials should be provided for learners. In addition to using a larger sample, future studies should focus on creative novelty when developing VR content to improve creative processes and outcomes. Familiarizing learners with the use of VR could effectively reduce the cognitive load, as well as contribute to the stimulation of creative brain waves.
- 9 November 2021
- Published by Taylor & Francis in Educational Studies
- Vol. 50 (5) , 763-780
Effects of design thinking on artificial intelligence learning and creativity
This study explored the effects of design thinking on the conceptual cognition of artificial intelligence (AI) learning, attitudes toward AI, idea creativity, and the product creativity of AI applications. The concept map indicated that design thinking had a significant effect on the conceptual cognition of AI learning, particularly the relational conjunctions and classes of AI concepts. However, effects of cross-linking and examples were nonsignificant. In addition, it had a significant and positive effect on learning attitudes toward AI, in particular AI input and AI processing. Moreover, design thinking significantly and positively affected the idea creativity of AI applications, particularly the effects of novelty and value. It also had a significant and positive effect on the product creativity of AI applications, particularly functionality and elaboration. However, material novelty, style, idea structure, and product creativity had no significant difference.
- 9 November 2021
- Published by Taylor & Francis in Educational Studies
- Vol. 50 (5) , 763-780
Effects of design thinking on artificial intelligence learning and creativity
This study explored the effects of design thinking on the conceptual cognition of artificial intelligence (AI) learning, attitudes toward AI, idea creativity, and the product creativity of AI applications. The concept map indicated that design thinking had a significant effect on the conceptual cognition of AI learning, particularly the relational conjunctions and classes of AI concepts. However, effects of cross-linking and examples were nonsignificant. In addition, it had a significant and positive effect on learning attitudes toward AI, in particular AI input and AI processing. Moreover, design thinking significantly and positively affected the idea creativity of AI applications, particularly the effects of novelty and value. It also had a significant and positive effect on the product creativity of AI applications, particularly functionality and elaboration. However, material novelty, style, idea structure, and product creativity had no significant difference.
- 21 July 2021
- Published by Wiley in Journal of Computer Assisted Learning
- Vol. 38 (1) , 6-18
Virtual reality application influences cognitive load‐mediated creativity components and creative performance in engineering design
Virtual reality (VR) can promote design performance, and may generate a high cognitive load and affect creative design thinking as well. In order to examine the effect of VR application on cognitive load and engineering design creativity, this study recruited 81 eighth‐grade students as participants and employed a non‐equivalent‐groups quasi‐experimental design to examine how VR application influences creativity components and creative performance. A creativity component scale (creative motivation, creative thinking, and professional cognition), a measurement of creative performance, and a cognitive load scale were used to collect data. The study also investigated the ability of VR application to predict creativity components and creative performance, using cognitive load as the mediator. The conclusions are as follows: (1) VR application had marked effects on professional cognition and creative motivation but no effect on creative thinking skills. (2) VR application had marked effects on the novelty and usefulness aspects of creative performance, particularly with respect to usefulness. (3) VR application had marked effects on extraneous and germane cognitive load, but no influence on intrinsic cognitive load, and (4) Both VR application and cognitive load were able to predict creativity components and creative performance. Their abilities to predict creative performance approached an acceptable level. Nevertheless, VR application had no effect on general creative thinking skills; therefore, other teaching strategies are needed to strengthen creative thinking.
- 21 July 2021
- Published by Wiley in Journal of Computer Assisted Learning
- Vol. 38 (1) , 6-18
Virtual reality application influences cognitive load‐mediated creativity components and creative performance in engineering design
Virtual reality (VR) can promote design performance, and may generate a high cognitive load and affect creative design thinking as well. In order to examine the effect of VR application on cognitive load and engineering design creativity, this study recruited 81 eighth‐grade students as participants and employed a non‐equivalent‐groups quasi‐experimental design to examine how VR application influences creativity components and creative performance. A creativity component scale (creative motivation, creative thinking, and professional cognition), a measurement of creative performance, and a cognitive load scale were used to collect data. The study also investigated the ability of VR application to predict creativity components and creative performance, using cognitive load as the mediator. The conclusions are as follows: (1) VR application had marked effects on professional cognition and creative motivation but no effect on creative thinking skills. (2) VR application had marked effects on the novelty and usefulness aspects of creative performance, particularly with respect to usefulness. (3) VR application had marked effects on extraneous and germane cognitive load, but no influence on intrinsic cognitive load, and (4) Both VR application and cognitive load were able to predict creativity components and creative performance. Their abilities to predict creative performance approached an acceptable level. Nevertheless, VR application had no effect on general creative thinking skills; therefore, other teaching strategies are needed to strengthen creative thinking.