The facts about the effects of pedagogical agents on learners’ cognitive load: a meta-analysis based on 24 studies

The role of pedagogical agents in multimedia learning as an element that gives students social cues to promote cognition has been demonstrated in terms of enhancing students' academic performance and intrinsic motivation. Cognitive load is an important factor in measuring the effectiveness of multimedia learning, but the results of pedagogical agents' effects on learners' cognitive load have been consistently inconsistent. In this study, a meta-analytical approach was used to comprehensively analyse 24 empirical studies to investigate the effects of pedagogical agents on students' cognitive load in multimedia learning and the moderating factors in their process. The results showed that the teaching agent only slightly reduced the cognitive load. Moderating analyses show that the pedagogical agent appearance, pedagogical agent role, subject domain, form of media mix, intervention duration, and learning pace play a moderating role in the process of the pedagogical agent's influence on cognitive load, and can significantly reduce the cognitive load of learners.

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Publication Details

Journal
Frontiers in Psychology
Published
2025-07-24
DOI
https://doi.org/10.3389/fpsyg.2025.1635465
Citations
4
Primary Topic
Visual and Cognitive Learning Processes
Type
article
Field-Weighted Citation Impact
8.47
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article

The facts about the effects of pedagogical agents on learners’ cognitive load: a meta-analysis based on 24 studies

Long Ding, Hao Li, Zhuo Wang, Jiaxiang Zhang et al.
4 citations
Frontiers in Psychology
Visual and Cognitive Learning Processes
8.47
article

The facts about the effects of pedagogical agents on learners’ cognitive load: a meta-analysis based on 24 studies

Long Ding, Hao Li, Zhuo Wang, Jiaxiang Zhang, Guohua Wang
article en
4 citations

Abstract

The role of pedagogical agents in multimedia learning as an element that gives students social cues to promote cognition has been demonstrated in terms of enhancing students' academic performance and intrinsic motivation. Cognitive load is an important factor in measuring the effectiveness of multimedia learning, but the results of pedagogical agents' effects on learners' cognitive load have been consistently inconsistent. In this study, a meta-analytical approach was used to comprehensively analyse 24 empirical studies to investigate the effects of pedagogical agents on students' cognitive load in multimedia learning and the moderating factors in their process. The results showed that the teaching agent only slightly reduced the cognitive load. Moderating analyses show that the pedagogical agent appearance, pedagogical agent role, subject domain, form of media mix, intervention duration, and learning pace play a moderating role in the process of the pedagogical agent's influence on cognitive load, and can significantly reduce the cognitive load of learners.

Frontiers in PsychologyVol. 16
Qiqihar University (CN), Henan Normal University (CN)
Quality Education
Openalex Percentile: Top 2%
Visual and Cognitive Learning Processes
8.47
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