Geographical region significantly moderates AI literacy intervention effects, with Europe and East Asia outperforming North America¶
Claim · All claims
Evidence · 1 study · quant-synthesisr2·q3
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
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This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q3 i? Geographical region is a significant moderator (F(4, 167) = 2.603, p < .05); Europe (g = 0.960) and East Asia (g = 0.782) yielded larger effects than North America (g = 0.658). → Suya Liu 2026
Evidence¶
Suya Liu 2026¶
Suya Liu, Ziyan Lin, Oi Lam Ng, Yijian Yang, Yun Dai. (2026). AI literacy interventions in education: A meta-analysis of effects and moderators. Educational Research Review. https://doi.org/10.1016/j.edurev.2026.100813
q3 · i? · quant-synthesis · r2
Moderator analysis in the three-level meta-analysis testing five regions. Europe (g = 0.960), East Asia (g = 0.782), and North America (g = 0.658) showed progressively lower significant effects; the Southeast Asia estimate rests on only k = 4 effect sizes.
"Geographical region was a significant moderator (F (4, 167) = 2.603, p < .05). The highest effect was observed in Southeast Asia (g = 1.680), though this finding was based on a small number of effect sizes (k = 4)"
Discussion¶
Learner Variables¶
- Digital Literacy — outcome: instruction changes it
Related Claims¶
- AI literacy interventions show a large, statistically significant overall positive effect on student AI literacy outcomes (g = 0.837) — the general claim this finding bears on, with the studies behind it
- STEAM AI literacy research is geographically concentrated in North America, Europe and East Asia, led by the United States (23.5%) — related
- Geographic distribution of the selected sample shows Asia (18 studies) and North America strongly represented, with Europe, Africa, and South America underrepresented — related
- Included AI-in-higher-education studies were geographically concentrated in North America and Asia, with medicine, computer science, and engineering as leading disciplines — related
- GAI research in education is geographically concentrated in Europe, the United States, and Asia — related
- AI-SRL research is dominated by quantitative methods, short durations, and limited geographic representation — related
- The ToM–achievement association is significantly weaker in European samples than in Asian and North American samples — related
- Geographical region moderated several engagement-correlate relations, with Eastern students showing higher relations than Western students — related
- Research on K‑5 writing motivation self‑reports grew sharply after 2009 and is geographically concentrated in North America and Asia — related
- Research on generative AI in secondary STEM education is concentrated in the Global North, with 73% of affiliations and the United States accounting for 30% of publications — related
- Learning outcome focus significantly moderates effects: knowledge outcomes benefit more than skills, attitudes, or ethics — related
- The magnitude of sex differences in mathematics varies across geographical regions, with larger estimated effects in Central Europe (d = 0.164) and Central and South America (d = 0.153) than in North America (d = 0.047) — related
- Study region significantly moderates the ANS-well-being correlation among K-12 youth, with the abstract reporting a stronger association in East Asian contexts — a narrower finding that bears on this claim
- Region, study quality, and interaction domain moderate associations between factors and interactive skills — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
geographic-region-moderates-ai-literacy-effects |
title |
Geographical region significantly moderates AI literacy intervention effects, with Europe and East Asia outperforming North America |
description |
Geographical region significantly moderates AI literacy intervention effects, with Europe and East Asia outperforming North America |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-12 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — suya-liu-2026 |
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