Sep 2026· Journal of Intelligence· Vol 14, pp. 228· 0 citations· 67 references
Medicine
Abstract
Cognitive load and foreign-language anxiety are often examined separately in second-language learning, although both may arise when limited processing resources are strained. This meta-analysis examined whether the two constructs covary and why their association matters for models of L2 performance. A PRISMA-guided review identified eleven eligible studies (N = 1250), which were synthesised using a random-effects model. Two independent machine coders repeated the full-text eligibility assessment, effect-size extraction, and quality appraisal; two of the authors then verified every coding against the source reports and resolved all discrepancies. This process recovered one wrongly excluded study and corrected one misextracted coefficient. Greater load was associated with greater anxiety, r = 0.41, 95% CI [0.29, 0.52], and the estimate was r = 0.37, 95% CI [0.27, 0.46], after the most influential study was removed. All included estimates were positive. A specification analysis that substituted every available alternative component, wave, subscale, subgroup, and path yielded pooled estimates from 0.38 to 0.45; setting all eleven studies simultaneously to their least and most favourable alternatives widened the range to 0.29–0.52. Heterogeneity was high, I2 = 80.1%, and the 95% prediction interval [0.03, 0.69] extended almost to zero. The pooled estimate therefore represents the centre of a dispersed literature rather than an expected result for a new study. An exploratory contrast between real-time and self-paced tasks was not significant and was confounded with language skill. The review also identified a reporting gap: thirteen additional reports measured both constructs but provided no statistic linking them. Conventional publication-bias diagnostics cannot address this form of selective non-reporting, which means that the pooled estimate is best regarded as an upper bound. This first construct-specific synthesis of the load–anxiety association connects cognitive architecture and attentional control with research on L2 anxiety and indicates why instructional studies should assess cognitive and affective outcomes together. Because the evidence is concurrent, predominantly self-reported, and drawn almost entirely from Chinese-speaking settings, it cannot establish that either construct causes the other or that both reflect a single mechanism.
There is a longstanding consensus that there is a negative relationship between second language (L2) enjoyment and L2 anxiety. However, the extent and nature of this relationship among younger age groups is still unclear. Furthermore, the interchangeable usage of L2 and foreign language (FL) in extant literature presen...
N. Seet, M. A. A. Kadir, L. Suárez et al.· Asian-Pacific Journal of Sec...· 0 citations
This meta-analysis examines the effect of technology-enhanced instruction on Arabic language achievement relative to traditional instruction. A systematic search of Scopus and Web of Science yielded 688 records, from which 15 primary studies providing 19 independent comparisons met the inclusion criteria. Effect sizes...
Muhammet Emin Uzunyaylali, Ö. Karakuş· International Journal of Edu...· 0 citations
This systematic review synthesized 23 empirical studies published from 2015 to 2025 on Processing Instruction (PI) in English as a Foreign Language (EFL) contexts. Following PRISMA-guided searches of Scopus and Web of Science, the review examined grammatical comprehension and production, comparisons with other instruct...
L. Mauludin, Ivan Stefano· SN Social Sciences· 0 citations
Metacognition has informed research on second and foreign language (L2) learning for three decades, while AI tools have supported such learning for nearly as long. Yet, no review has examined how the field conceptualises and measures metacognition under AI mediation. This systematic review identified 60 eligible studie...
Hong Yi, Qiang Chen, Zhuo Wang· Journal of Intelligence· 0 citations
Mathematical proficiency in the primary years comprises four interwoven cognitive strands conceptual understanding, procedural fluency, strategic competence, and adaptive reasoning yet how well existing instruments measure them is unclear. This systematic review examined how these strands are operationalised in primary...
Sovia Khotami, Gunawan Suryoputro, Ai Fatimah Nur Fuad· Jurnal Pembelajaran Bimbinga...· 0 citations
We use cookies to run the site and, with your consent, for analytics and to show ads.
See our Cookie Policy.