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 multim...

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Main Authors: Hao Li, Zhuo Wang, Long Ding, Jiwu Zhang, Guohua Wang
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Psychology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fpsyg.2025.1635465/full
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author Hao Li
Zhuo Wang
Long Ding
Jiwu Zhang
Guohua Wang
author_facet Hao Li
Zhuo Wang
Long Ding
Jiwu Zhang
Guohua Wang
author_sort Hao Li
collection DOAJ
description 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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publisher Frontiers Media S.A.
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spelling doaj-art-be2a071a3ddb47e79112813ad884d0bb2025-08-20T02:48:12ZengFrontiers Media S.A.Frontiers in Psychology1664-10782025-07-011610.3389/fpsyg.2025.16354651635465The facts about the effects of pedagogical agents on learners’ cognitive load: a meta-analysis based on 24 studiesHao Li0Zhuo Wang1Long Ding2Jiwu Zhang3Guohua Wang4School of Teacher Education, Qiqihar University, Qiqihar, ChinaSchool of Teacher Education, Qiqihar University, Qiqihar, ChinaSchool of Teacher Education, Qiqihar University, Qiqihar, ChinaSchool of Teacher Education, Qiqihar University, Qiqihar, ChinaFaculty of Education, School of Educational Technology, Henan Normal University, Xinxiang, ChinaThe 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.https://www.frontiersin.org/articles/10.3389/fpsyg.2025.1635465/fullmultimedia learningcognitive loadinstructional designpedagogical agentmeta-analysis
spellingShingle Hao Li
Zhuo Wang
Long Ding
Jiwu Zhang
Guohua Wang
The facts about the effects of pedagogical agents on learners’ cognitive load: a meta-analysis based on 24 studies
Frontiers in Psychology
multimedia learning
cognitive load
instructional design
pedagogical agent
meta-analysis
title The facts about the effects of pedagogical agents on learners’ cognitive load: a meta-analysis based on 24 studies
title_full The facts about the effects of pedagogical agents on learners’ cognitive load: a meta-analysis based on 24 studies
title_fullStr The facts about the effects of pedagogical agents on learners’ cognitive load: a meta-analysis based on 24 studies
title_full_unstemmed The facts about the effects of pedagogical agents on learners’ cognitive load: a meta-analysis based on 24 studies
title_short The facts about the effects of pedagogical agents on learners’ cognitive load: a meta-analysis based on 24 studies
title_sort facts about the effects of pedagogical agents on learners cognitive load a meta analysis based on 24 studies
topic multimedia learning
cognitive load
instructional design
pedagogical agent
meta-analysis
url https://www.frontiersin.org/articles/10.3389/fpsyg.2025.1635465/full
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