TY - JOUR
T1 - Graphic organizers’ optimized design through segmenting and signaling principle
T2 - Based on generative learning theory
AU - Qin, Tian
AU - Wu, Chao Jung
N1 - Publisher Copyright:
© 2025
PY - 2025/12
Y1 - 2025/12
N2 - This study investigates how graphic organizers optimized with segmenting and signaling principles impact high school students’ scientific expository learning in multimedia environments. While both provided and self-generated graphic organizers have been shown to improve comprehension, each has distinct advantages and limitations, underscoring the need for optimization. A total of 211 high school students were randomly assigned to one of four conditions: filled-in graphic organizers (FGOs), integrative filled-in graphic organizers (integrative FGOs), self-generative graphic organizers (SGOs), and facilitative self-generative graphic organizers (facilitative SGOs). The results showed that the integrative FGO group outperformed the FGO group in the retention and transfer tests, required less learning time, and reported lower extraneous cognitive load. The facilitative SGO group demonstrated superior performance in the retention and transfer tests compared with the SGO group, which required less time for learning and experienced lower extraneous cognitive load. Moreover, the facilitative SGO group outperformed the integrative FGO group in the retention and transfer tests, reported higher intrinsic cognitive load, and required more learning time. The results show that segmenting and signaling principles improve the effectiveness and efficacy of graphic organizers by reducing extraneous cognitive load. This reduction frees up the cognitive resource, allowing it to be used more effectively in generative processes, especially when using facilitative SGOs. These findings highlight that integrating segmentation and signaling principles enhances graphic organizers, providing instructors with helpful guidance on effectively using them to improve understanding of scientific expository texts.
AB - This study investigates how graphic organizers optimized with segmenting and signaling principles impact high school students’ scientific expository learning in multimedia environments. While both provided and self-generated graphic organizers have been shown to improve comprehension, each has distinct advantages and limitations, underscoring the need for optimization. A total of 211 high school students were randomly assigned to one of four conditions: filled-in graphic organizers (FGOs), integrative filled-in graphic organizers (integrative FGOs), self-generative graphic organizers (SGOs), and facilitative self-generative graphic organizers (facilitative SGOs). The results showed that the integrative FGO group outperformed the FGO group in the retention and transfer tests, required less learning time, and reported lower extraneous cognitive load. The facilitative SGO group demonstrated superior performance in the retention and transfer tests compared with the SGO group, which required less time for learning and experienced lower extraneous cognitive load. Moreover, the facilitative SGO group outperformed the integrative FGO group in the retention and transfer tests, reported higher intrinsic cognitive load, and required more learning time. The results show that segmenting and signaling principles improve the effectiveness and efficacy of graphic organizers by reducing extraneous cognitive load. This reduction frees up the cognitive resource, allowing it to be used more effectively in generative processes, especially when using facilitative SGOs. These findings highlight that integrating segmentation and signaling principles enhances graphic organizers, providing instructors with helpful guidance on effectively using them to improve understanding of scientific expository texts.
KW - Classroom interaction optimization
KW - Differentiated instruction
KW - Digital learning tools
KW - Learning engagement analytics
KW - Secondary STEM education
UR - https://www.scopus.com/pages/publications/105012622495
UR - https://www.scopus.com/pages/publications/105012622495#tab=citedBy
U2 - 10.1016/j.compedu.2025.105416
DO - 10.1016/j.compedu.2025.105416
M3 - Article
AN - SCOPUS:105012622495
SN - 0360-1315
VL - 239
JO - Computers and Education
JF - Computers and Education
M1 - 105416
ER -