Evidence Hub

Cognitive overload in multimedia language learning: a review of attention limits and instructional design strategies

Qi Y

Frontiers in psychology, 2026

Abstract

Background: Cognitive overload and speaking anxiety are major barriers to second language acquisition, particularly in English as a Foreign Language (EFL) and English as a Second Language (ESL) contexts. Multimedia learning, artificial intelligence (AI), mobile learning (m-learning), and cognitive-affective interventions have been proposed to enhance language performance and reduce anxiety; however, their overall effectiveness remains unclear.

Objective: To evaluate the effects of multimedia-assisted language learning, cognitive-affective interventions, learner-related factors, and speaking anxiety across educational settings and to quantify their effectiveness through meta-analysis.

Methods: This meta-analysis followed systematic evidence-synthesis procedures. A total of 38 studies published between 2013 and 2026 were included. Risk of bias was assessed using the ROBINS-I tool, and evidence quality was evaluated using GRADE criteria. Random-effects inverse-variance models were applied to calculate standardized mean differences (SMDs) with 95% confidence intervals (CIs). Heterogeneity was assessed using the I2 statistic. Publication bias was examined through funnel plots and Egger's regression test, while robustness was evaluated using leave-one-out sensitivity analyses.

Results: Significant positive effects were observed across all four domains (p I 2 = 45.6%). Anxiety-reduction and cognitive-affective interventions showed an SMD of 0.51 (95% CI: 0.40-0.62; I 2 = 13.5%).…

How strong is the evidence?

Evidence Hub reads this as a systematic review. Its evidence level is 1 of 5 (Highest · pooled evidence). Pooled evidence from several studies sits at the top of the evidence pyramid.

How the five levels of evidence work. The level is assigned automatically from the abstract and can be wrong, so check the paper.

Read the paper

Related studies

Go deeper in Evidence Hub

Evidence Hub adds a study data sheet (design, sample size, evidence level, key numbers), an AI summary and a chat grounded in the paper's text.

Open this study Sign up free