Cognitive Load and Foreign-Language Anxiety in Second-Language Learning: A Systematic Review and Meta-Analysis
Abstract
1. Introduction
2. Theoretical Background and Hypotheses
2.1. Cognitive Load in Second-Language Learning
2.2. Foreign-Language Anxiety
2.3. The Cognitive Load–Anxiety Nexus
2.4. Potential Moderators
2.5. The Present Study
3. Method
3.1. Protocol and Reporting
3.2. Eligibility Criteria
3.3. Information Sources and Search Strategy
3.4. Selection Process
3.5. Data Extraction and Coding
3.6. Effect-Size and Meta-Analytic Procedures
4. Results
4.1. Study Characteristics
4.2. Overall Association (Hypothesis 1)
4.3. Heterogeneity and the Exploratory Pacing Contrast
4.4. Small-Study Effects, Selective Non-Reporting, and Sensitivity Analyses
5. Discussion
5.1. Interpreting the Association (Hypothesis 1)
5.2. The Exploratory Pacing Contrast and the Modality Question
5.3. Relation to Prior Work
5.4. Theoretical and Practical Implications
5.5. A Reporting Gap in the Primary Literature
5.6. Limitations and Future Directions
6. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
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| Study | Setting | N | Skill | Anxiety Instrument (Level) | Cognitive Load Index (Modality) | Pacing | Source Statistic | r |
|---|---|---|---|---|---|---|---|---|
| I.-J. Chen and Chang (2009) | Taiwan, China | 88 | Listening | FLCAS, 33 items (course) | CLSRS mental effort, 7-point (subj.) | Real-time | Zero-order Pearson r | 0.35 |
| Hsu (2017) | Taiwan, China | 38 | Vocabulary | FLCAS adapted, 8 items (course) | Mental-effort items, 3 of 8 CLQ items (subj.) | Self-paced | Two subgroup r, weighted Fisher z | 0.69 |
| Peng et al. (2020) | Mainland China | 110 | Speaking | AEQ anxiety, during learning (task) | Intrinsic load, single item (subj.) | Real-time | Zero-order Pearson r | 0.19 |
| Y. Chen et al. (2022) | Mainland China | 32 | General | FLCAS, 28 items (course) | Intrinsic load subscale (10-item CLS) (subj.) | Real-time | Spearman’s rho, final wave | 0.36 |
| Lee et al. (2022) | Taiwan, China | 172 | Writing | SLWAI, 22 items (course) | Content load, single item (subj.) | Self-paced | Zero-order Pearson r | 0.23 |
| Yan and Liang (2022) | Hong Kong, China | 49 | Interpreting | ICFLA, 15 items (course) | Mean dependency distance (obj.) | Real-time | Zero-order Pearson r | 0.30 |
| H. Wang et al. (2024) | Mainland China | 182 | Writing | Short L2 writing anxiety, 9 items (course) | Writing load subscale, 5 items (subj.) | Self-paced | Zero-order Pearson r | 0.22 |
| Puri et al. (2025) | Mainland China | 175 | Speaking | FLSAS, 13 items; LCLA, 4 items (course) | Leppink load total, 10 items (subj.) | Real-time | Two bivariate betas (=r), Fisher z | 0.42 |
| Yao and Fan (2025) | Mainland China | 305 | Writing | SLWAI, 22 items (course) | CL-AI-L2W total, 18 items (subj.) | Self-paced | Zero-order Pearson r | 0.45 |
| Z. Jiang and Lv (2026) | Mainland China | 39 | Interpreting | Interpreting Anxiety Scale, 20 items (course) | Perceived task difficulty, 1 item (subj.) | Real-time | Zero-order Pearson r | 0.59 |
| Mekheimer (2026) | Egypt | 60 | Listening | Listening anxiety, 2 items (course) | Perceived load, 3 items (subj.) | Real-time | Two within-participant r, Fisher z | 0.71 |
| Feature | Gullo et al. (2025) | Present Study |
|---|---|---|
| Focal cognitive construct | Omnibus “cognition” (load, working memory, attention, need for cognition) | Cognitive load only |
| Number of studies (k) | 13 | 11 |
| Anchoring of the relationship | Anxiety vs. cognitive performance/cost | Load–anxiety concurrent covariation |
| Pooled effect | θ = −0.28 | r = 0.41 (r = 0.37 excluding the most influential study) |
| Heterogeneity and dispersion | Not reported in comparable form | I2 = 80.1%; 95% prediction interval [0.03, 0.69] |
| Independent verification of screening and extraction | Not reported | Full-text stage repeated by two independent machine coders and verified against the sources by two of the authors (κ = 1.00 for inclusion) |
| Moderation by load modality/task pacing | Not possible (constructs merged) | Pacing contrast exploratory and confounded with skill (k = 7 vs. 4, ns); load modality not evaluable (k = 1 objective study) |
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Yi, H.; Tang, W.; Chen, Q.; Wang, Z. Cognitive Load and Foreign-Language Anxiety in Second-Language Learning: A Systematic Review and Meta-Analysis. J. Intell. 2026, 14, 228. https://doi.org/10.3390/jintelligence14090228
Yi H, Tang W, Chen Q, Wang Z. Cognitive Load and Foreign-Language Anxiety in Second-Language Learning: A Systematic Review and Meta-Analysis. Journal of Intelligence. 2026; 14(9):228. https://doi.org/10.3390/jintelligence14090228
Chicago/Turabian StyleYi, Hong, Wenqian Tang, Qiang Chen, and Zhuo Wang. 2026. "Cognitive Load and Foreign-Language Anxiety in Second-Language Learning: A Systematic Review and Meta-Analysis" Journal of Intelligence 14, no. 9: 228. https://doi.org/10.3390/jintelligence14090228
APA StyleYi, H., Tang, W., Chen, Q., & Wang, Z. (2026). Cognitive Load and Foreign-Language Anxiety in Second-Language Learning: A Systematic Review and Meta-Analysis. Journal of Intelligence, 14(9), 228. https://doi.org/10.3390/jintelligence14090228

