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情绪教学代理对多媒体学习的影响:一项元分析研究
The Impact of Emotional Pedagogical Agents on Multimedia Learning: A Meta-Analysis

DOI: 10.12677/ap.2025.155272, PP. 78-90

Keywords: 情绪教学代理,多媒体学习,元分析
Emotional Pedagogical Agents
, Multimedia Learning, Meta-Analysis

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Abstract:

情绪教学代理作为一种嵌入在多媒体课程中的角色形象,对学习者的学习体验和表现具有重要影响。然而,先前关于情绪教学代理影响的研究结果存在不一致性。为此,本研究采用元分析方法,系统考察了情绪教学代理对多媒体学习者学习表现及认知负荷的影响,并深入探讨了可能导致以往研究结果不一致的调节因素。本研究共纳入符合标准的文献22篇,涉及总样本量2681人,生成了160个效应量。研究结果显示,情绪教学代理能够显著提升保持成绩(g = 0.31)、迁移成绩(g = 0.26),并降低内在认知负荷(g = ?0.13),但对外在认知负荷(g = ?0.03)和相关认知负荷(g = 0.04)的影响不显著。进一步的调节因素分析揭示,情绪教学代理对多媒体学习的影响受代理的特征(如外观和声音类型)、被试特征(如女性占比)以及学习材料特征(如学科领域)的调节。
Emotional pedagogical agents, as character images embedded in multimedia courses, have a significant impact on learners’ learning experiences and performance. However, previous research findings on the effects of emotional pas have been inconsistent. Therefore, this study employed a meta-analysis approach to systematically examine the influence of emotional pas on multimedia learners’ learning performance and cognitive load, and to delve into the moderating factors that may contribute to the inconsistencies in previous research results. A total of 22 studies meeting the inclusion criteria were included in this study, involving a total sample size of 2681 participants, and 160 effect sizes were generated. The results indicated that emotional pas can significantly improve retention scores (g = 0.31) and transfer scores (g = 0.26), and reduce intrinsic cognitive load (g = ?0.13), but their effects on extrinsic cognitive load (g = ?0.03) and germane cognitive load (g = 0.04) were not significant. Further moderating factor analysis revealed that the influence of emotional pas on multimedia learning is moderated by the characteristics of emotional pas (such as appearance and voice type), participant characteristics (such as the proportion of females), and learning material characteristics (such as subject area).

References

[1]  董洪宁(2021). 情绪同伴代理对多媒体学习的影响. 硕士学位论文, 武汉: 华中师范大学.
[2]  封晓伟(2020). 情绪代理对多媒体学习的影响:学习者个体特征的调节作用. 硕士学位论文, 武汉: 华中师范大学.
[3]  李维姿(2022). 视频学习中教学代理对学习效果的影响. 硕士学位论文, 济南: 山东师范大学.
[4]  王雪, 刘伊祉兰, 兰翠玲, 邢晓宁, 余能保(2024). 沉浸式虚拟现实环境中学习者需要何种同伴教学代理?——基于社会存在框架的研究. 远程教育杂志, 42(6), 33-42.
[5]  谢科(2020). 代理的情绪反馈和认知反馈对形成性评估的影响. 硕士学位论文, 武汉: 华中师范大学.
[6]  Arroyo, I., Burleson, W., Tai, M., Muldner, K., & Woolf, B. P. (2013). Gender Differences in the Use and Benefit of Advanced Learning Technologies for Mathematics. Journal of Educational Psychology, 105, 957-969.
https://doi.org/10.1037/a0032748
[7]  Ba, S., Stein, D., Liu, Q., Long, T., Xie, K., & Wu, L. (2021). Examining the Effects of a Pedagogical Agent with Dual-Channel Emotional Cues on Learner Emotions, Cognitive Load, and Knowledge Transfer Performance. Journal of Educational Computing Research, 59, 1114-1134.
https://doi.org/10.1177/0735633121992421
[8]  Beege, M., Schneider, S., Nebel, S., & Rey, G. D. (2020). Does the Effect of Enthusiasm in a Pedagogical Agent’s Voice Depend on Mental Load in the Learner’s Working Memory? Computers in Human Behavior, 112, Article ID: 106483.
https://doi.org/10.1016/j.chb.2020.106483
[9]  Borenstein, M., Hedges, L. V., Higgins, J. P. T., & Rothstein, H. R. (2009). Introduction to Meta‐Analysis. Wiley.
https://doi.org/10.1002/9780470743386
[10]  Brom, C., Stárková, T., & D’Mello, S. K. (2018). How Effective Is Emotional Design? A Meta-Analysis on Facial Anthropomorphisms and Pleasant Colors during Multimedia Learning. Educational Research Review, 25, 100-119.
https://doi.org/10.1016/j.edurev.2018.09.004
[11]  Castro-Alonso, J. C., Wong, R. M., Adesope, O. O., & Paas, F. (2021). Effectiveness of Multimedia Pedagogical Agents Predicted by Diverse Theories: A Meta-Analysis. Educational Psychology Review, 33, 989-1015.
https://doi.org/10.1007/s10648-020-09587-1
[12]  Chen, G. D., Lee, J. H., Wang, C. Y., Chao, P. Y., Li, L. Y., & Lee, T. Y. (2012). An Empathic Avatar in a Computer-Aided Learning Program to Encourage and Persuade Learners. Journal of Educational Technology & Society, 15, 62-72.
[13]  Clark, R. E. (1983). Reconsidering Research on Learning from Media. Review of Educational Research, 53, 445-459.
https://doi.org/10.3102/00346543053004445
[14]  Cohen, J. (1988). Statistical Power Analysis for the Behavioral Sciences (2nd ed.). Lawrence Erlbaum Associates.
[15]  Colliot, T., & Jamet, É. (2018). Understanding the Effects of a Teacher Video on Learning from a Multimedia Document: An Eye-Tracking Study. Educational Technology Research and Development, 66, 1415-1433.
https://doi.org/10.1007/s11423-018-9594-x
[16]  Dousay, T. A., & Trujillo, N. P. (2019). An Examination of Gender and Situational Interest in Multimedia Learning Environments. British Journal of Educational Technology, 50, 876-887.
https://doi.org/10.1111/bjet.12610
[17]  Frechette, C., & Moreno, R. (2010). The Roles of Animated Pedagogical Agents’ Presence and Nonverbal Communication in Multimedia Learning Environments. Journal of Media Psychology, 22, 61-72.
https://doi.org/10.1027/1864-1105/a000009
[18]  Goetz, T., Frenzel, A. C., Pekrun, R., Hall, N. C., & Lüdtke, O. (2007). Between-and Within-Domain Relations of Students’ Academic Emotions. Journal of Educational Psychology, 99, 715-733.
https://doi.org/10.1037/0022-0663.99.4.715
[19]  Greene, J. A., Bolick, C. M., Jackson, W. P., Caprino, A. M., Oswald, C., & McVea, M. (2015). Domain-Specificity of Self-Regulated Learning Processing in Science and History. Contemporary Educational Psychology, 42, 111-128.
https://doi.org/10.1016/j.cedpsych.2015.06.001
[20]  Guo, Y. R., & Goh, D. H. (2015). Affect in Embodied Pedagogical Agents: Meta-Analytic Review. Journal of Educational Computing Research, 53, 124-149.
https://doi.org/10.1177/0735633115588774
[21]  Guo, Y. R., & Goh, D. H. (2016). Evaluation of Affective Embodied Agents in an Information Literacy Game. Computers & Education, 103, 59-75.
https://doi.org/10.1016/j.compedu.2016.09.013
[22]  Guo, Y. R., Goh, D. H., & Luyt, B. (2014). Using Affective Embodied Agents in Information Literacy Education. In IEEE/ACM Joint Conference on Digital Libraries (pp. 389-398). IEEE.
https://doi.org/10.1109/jcdl.2014.6970195
[23]  Han, L., Guo, H., Ma, Z., Wang, R., & Xiao, M. (2024). The Effect of Instructor’s Voice Enthusiasm and Visual Cueing in Multimedia Learning. Journal of Computer Assisted Learning, 40, 3044-3054.
https://doi.org/10.1111/jcal.13049
[24]  Heo, M., & Toomey, N. (2020). Learning with Multimedia: The Effects of Gender, Type of Multimedia Learning Resources, and Spatial Ability. Computers & Education, 146, Article ID: 103747.
https://doi.org/10.1016/j.compedu.2019.103747
[25]  Hernández, Y., Sucar, L. E., & Conati, C. (2009). Incorporating an Affective Behavior Model into an Educational Game. In The FLAIRS Conference. Sanibel Island.
[26]  Horovitz, T., & Mayer, R. E. (2021). Learning with Human and Virtual Instructors Who Display Happy or Bored Emotions in Video Lectures. Computers in Human Behavior, 119, Article ID: 106724.
https://doi.org/10.1016/j.chb.2021.106724
[27]  Jaques, P. A., Lehmann, M., & Pesty, S. (2009). Evaluating the Affective Tactics of an Emotional Pedagogical Agent. In Proceedings of the 2009 ACM Symposium on Applied Computing (pp. 104-109). ACM.
https://doi.org/10.1145/1529282.1529304
[28]  Lang, Y., Xie, K., Gong, S., Wang, Y., & Cao, Y. (2022). The Impact of Emotional Feedback and Elaborated Feedback of a Pedagogical Agent on Multimedia Learning. Frontiers in Psychology, 13, Article 810194.
[29]  Liew, T. W., Mat Zin, N. A., & Sahari, N. (2017). Exploring the Affective, Motivational and Cognitive Effects of Pedagogical Agent Enthusiasm in a Multimedia Learning Environment. Human-Centric Computing and Information Sciences, 7, 1-21.
https://doi.org/10.1186/s13673-017-0089-2
[30]  Liew, T. W., Tan, S., & Kew, S. N. (2022a). Can an Angry Pedagogical Agent Enhance Mental Effort and Learning Performance in a Multimedia Learning Environment? Information and Learning Sciences, 123, 555-576.
https://doi.org/10.1108/ils-09-2021-0079
[31]  Liew, T. W., Tan, S., Pang, W. M., Khan, M. T. I., & Kew, S. N. (2022b). I Am Alexa, Your Virtual Tutor! The Effects of Amazon Alexa’s Text-to-Speech Voice Enthusiasm in a Multimedia Learning Environment. Education and Information Technologies, 28, 1455-1489.
https://doi.org/10.1007/s10639-022-11255-6
[32]  Liew, T. W., Tan, S., Tan, T. M., & Kew, S. N. (2020). Does Speaker’s Voice Enthusiasm Affect Social Cue, Cognitive Load and Transfer in Multimedia Learning? Information and Learning Sciences, 121, 117-135.
https://doi.org/10.1108/ils-11-2019-0124
[33]  Lin, L., Atkinson, R. K., Christopherson, R. M., Joseph, S. S., & Harrison, C. J. (2013). Animated Agents and Learning: Does the Type of Verbal Feedback They Provide Matter? Computers & Education, 67, 239-249.
https://doi.org/10.1016/j.compedu.2013.04.017
[34]  Lin, H. C. K., Wu, C. H., & Hsueh, Y. P. (2014). The Influence of Using Affective Tutoring System in Accounting Remedial Instruction on Learning Performance and Usability. Computers in Human Behavior, 41, 514-522.
[35]  Lowenthal, P. R. (2010). The Evolution and Influence of Social Presence Theory on Online Learning. In Social Computing: Concepts, Methodologies, Tools, and Applications (pp. 113-128). IGI Global.
https://doi.org/10.4018/978-1-60566-984-7.ch010
[36]  Mayer, R. E. (2009). Multimedia Learning (2nd ed.). Cambridge University Press.
https://doi.org/10.1017/cbo9780511811678
[37]  Mayer, R. E. (2010). Unique Contributions of Eye-Tracking Research to the Study of Learning with Graphics. Learning and Instruction, 20, 167-171.
https://doi.org/10.1016/j.learninstruc.2009.02.012
[38]  Mayer, R. E. (2014). Principles Based on Social Cues in Multimedia Learning: Personalization, Voice, Image, and Embodiment Principles. In R. E. Mayer (Ed.), The Cambridge Handbook of Multimedia Learning (2nd ed., pp. 345-368). Cambridge University Press.
https://doi.org/10.1017/cbo9781139547369.017
[39]  Mayer, R. E., & DaPra, C. S. (2012). An Embodiment Effect in Computer-Based Learning with Animated Pedagogical Agents. Journal of Experimental Psychology: Applied, 18, 239-252.
https://doi.org/10.1037/a0028616
[40]  Mayer, R. E., & Moreno, R. (2010). Techniques That Reduce Extraneous Cognitive Load and Manage Intrinsic Cognitive Load during Multimedia Learning. In J. L. Plass, R. Moreno, & R. Brünken (Eds.), Cognitive Load Theory (pp. 131-152). Cambridge University Press.
https://doi.org/10.1017/cbo9780511844744.009
[41]  Mayer, R. E., Sobko, K., & Mautone, P. D. (2003). Social Cues in Multimedia Learning: Role of Speaker’s Voice. Journal of Educational Psychology, 95, 419-425.
https://doi.org/10.1037/0022-0663.95.2.419
[42]  Moreno, R., & Mayer, R. (2007). Interactive Multimodal Learning Environments. Educational Psychology Review, 19, 309-326.
https://doi.org/10.1007/s10648-007-9047-2
[43]  Moreno, R., Mayer, R. E., Spires, H. A., & Lester, J. C. (2001). The Case for Social Agency in Computer-Based Teaching: Do Students Learn More Deeply When They Interact with Animated Pedagogical Agents? Cognition and Instruction, 19, 177-213.
https://doi.org/10.1207/s1532690xci1902_02
[44]  Mottet, T. P., Frymier, A. B., & Beebe, S. A. (2006). Theorizing about Instructional Communication. In Handbook of Instructional Communication: Rhetorical and Relational Perspectives (pp. 255-282). Routledge.
[45]  Paas, F., Tuovinen, J. E., Tabbers, H., & Van Gerven, P. W. M. (2003). Cognitive Load Measurement as a Means to Advance Cognitive Load Theory. Educational Psychologist, 38, 63-71.
https://doi.org/10.1207/s15326985ep3801_8
[46]  Plass, J. L., & Kaplan, U. (2016). Emotional Design in Digital Media for Learning. In S. Y. Tettegah, & M. Gartmeier (Eds.), Emotions, Technology, Design, and Learning (pp. 131-161). Elsevier.
https://doi.org/10.1016/b978-0-12-801856-9.00007-4
[47]  Schneider, S., Häßler, A., Habermeyer, T., Beege, M., & Rey, G. D. (2019). The More Human, the Higher the Performance? Examining the Effects of Anthropomorphism on Learning with Media. Journal of Educational Psychology, 111, 57-72.
https://doi.org/10.1037/edu0000273
[48]  Schneider, S., Krieglstein, F., Beege, M., & Rey, G. D. (2022). The Impact of Video Lecturers’ Nonverbal Communication on Learning—An Experiment on Gestures and Facial Expressions of Pedagogical Agents. Computers & Education, 176, Article ID: 104350.
https://doi.org/10.1016/j.compedu.2021.104350
[49]  Searls, D. B. (2012). Ten Simple Rules for Online Learning. PLOS Computational Biology, 8, e1002631.
https://doi.org/10.1371/journal.pcbi.1002631
[50]  Sweller, J., van Merriënboer, J. J. G., & Paas, F. (2019). Cognitive Architecture and Instructional Design: 20 Years Later. Educational Psychology Review, 31, 261-292.
https://doi.org/10.1007/s10648-019-09465-5
[51]  Thompson, N., & McGill, T. J. (2017). Genetics with Jean: The Design, Development and Evaluation of an Affective Tutoring System. Educational Technology Research and Development, 65, 279-299.
https://doi.org/10.1007/s11423-016-9470-5
[52]  Tractinsky, N., Katz, A. S., & Ikar, D. (2000). What Is Beautiful Is Usable. Interacting with Computers, 13, 127-145.
https://doi.org/10.1016/s0953-5438(00)00031-x
[53]  Um, E., Plass, J. L., Hayward, E. O., & Homer, B. D. (2012). Emotional Design in Multimedia Learning. Journal of Educational Psychology, 104, 485-498.
https://doi.org/10.1037/a0026609
[54]  Wang, Y., Dong, H., Guo, J., & Gong, S. (2021). Exploring the Role of Different Types of Peer Affective Pedagogical Agents in Video Learning. In 2021 IEEE International Conference on Engineering, Technology & Education (TALE) (pp. 1158-1160). IEEE.
[55]  Wang, Y., Feng, X., Guo, J., Gong, S., Wu, Y., & Wang, J. (2022). Benefits of Affective Pedagogical Agents in Multimedia Instruction. Frontiers in Psychology, 12, Article No. 6639.
https://doi.org/10.3389/fpsyg.2021.797236
[56]  Wang, Y., Gong, S., Cao, Y., & Fan, W. (2023a). The Power of Affective Pedagogical Agent and Self-Explanation in Computer-Based Learning. Computers & Education, 195, Article ID: 104723.
https://doi.org/10.1016/j.compedu.2022.104723
[57]  Wang, Y., Gong, S., Cao, Y., Lang, Y., & Xu, X. (2023b). The Effects of Affective Pedagogical Agent in Multimedia Learning Environments: A Meta-Analysis. Educational Research Review, 38, Article ID: 100506.
https://doi.org/10.1016/j.edurev.2022.100506
[58]  Wong, R. M., & Adesope, O. O. (2021). Meta-Analysis of Emotional Designs in Multimedia Learning: A Replication and Extension Study. Educational Psychology Review, 33, 357-385.
https://doi.org/10.1007/s10648-020-09545-x

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