Ma Lingling
School of Foreign Languages, Xuchang University, Xuchang, HeNan, 461000, China.
BMC Psychol. 2025 Apr 22;13(1):416. doi: 10.1186/s40359-025-02735-8.
MOOCs as a flexible form of online education, have gained increasing popularity among EFL learners. However, the impact of cognitive load on learners' satisfaction has not been thoroughly explored. This study, grounded in Cognitive Load Theory and Expectation Confirmation Theory, empirically investigates the effects of cognitive load, confirmation, and perceived usefulness on EFL learners' satisfaction with MOOCs. This study collected 293 valid questionnaire responses through an online survey, with data collection occurring from March 2024 to August 2024. The data were analyzed using Structural Equation Modeling (PLS-SEM). The results show that cognitive load significantly negatively affects EFL learners' confirmation (β = -0.391, p < 0.001), perceived usefulness (β = -0.808, p < 0.001), and satisfaction (β = -0.187, p < 0.001) with MOOCs. Confirmation positively influences learners' perceived usefulness (β = 0.763, p < 0.001) and satisfaction (β = 0.231, p < 0.001), perceived usefulness significantly positively influences learners' satisfaction (β = 0.571, p < 0.001). Additionally, confirmation (β = -0.090, p < 0.001) and perceived usefulness (β = -0.461, p < 0.001) partially mediate the relationship between cognitive load and satisfaction. The findings provide practical implications for MOOC platform designers in optimizing course content and reducing cognitive load to enhance learner satisfaction. Finally, the theoretical and practical significance of the study's results is discussed.
慕课作为一种灵活的在线教育形式,在英语外语学习者中越来越受欢迎。然而,认知负荷对学习者满意度的影响尚未得到充分探讨。本研究基于认知负荷理论和期望确认理论,实证研究了认知负荷、确认和感知有用性对英语外语学习者慕课满意度的影响。本研究通过在线调查收集了293份有效问卷回复,数据收集时间为2024年3月至2024年8月。数据采用结构方程模型(PLS-SEM)进行分析。结果表明,认知负荷对英语外语学习者对慕课的确认(β = -0.391,p < 0.001)、感知有用性(β = -0.808,p < 0.001)和满意度(β = -0.187,p < 0.001)有显著负面影响。确认对学习者的感知有用性(β = 0.763,p < 0.001)和满意度(β = 0.231,p < 0.001)有积极影响,感知有用性对学习者的满意度有显著积极影响(β = 0.571,p < 0.001)。此外,确认(β = -0.090,p < 0.001)和感知有用性(β = -0.461,p < 0.001)部分中介了认知负荷与满意度之间的关系。研究结果为慕课平台设计者优化课程内容和降低认知负荷以提高学习者满意度提供了实践启示。最后,讨论了研究结果的理论和实践意义。