AI-supported instruction is most effective at the high school level, with between-level differences statistically significant¶
Claim · All claims
Evidence · 1 study · quant-synthesisr3·q4·i3large
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
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q4 i3 The moderator analysis by educational level found the highest effect size at high school (g = 1.099) versus lower effects at elementary (g = 0.465), middle school (g = 0.392), and university (g = 0.578), with significant between-group heterogeneity. → Doğan Yunus 2026
Evidence¶
Doğan Yunus 2026¶
Doğan Yunus, Kılıç Zeynep, Kalınkara Yusuf, Talan Tarık. (2026). The Impact of Artificial Intelligence-Supported Instruction on Student Learning in STEM: A Systematic Review and Meta-Analysis. Journal of Intelligence. https://doi.org/10.3390/jintelligence14060109
q4 · i3 · quant-synthesis · r3
Moderator analysis across the 35 studies compared effect sizes by educational level using the Q test. High school showed g = 1.099, elementary g = 0.465, middle school g = 0.392, university g = 0.578; "The test of between-group heterogeneity was significant (Q = 30.13, df = 3, p < 0.001)."
"Based on student level, the highest effect size was observed at the high school level (g = 1.099, 95% CI [0.89, 1.30], Z = 10.53, p < 0.001). In contrast, the effects were lower at the elementary school (g = 0.465) and middle school (g = 0.392) levels."
Discussion¶
Learner Variables¶
- Age and Developmental Stage — moderator: an instructional effect differs with it
Related Claims¶
-
AI-supported instruction has a moderate positive effect on student achievement in STEM education (g = 0.670 under a random effects model) — the general claim this finding bears on, with the studies behind it
- Differences in AI-supported instruction effects across STEM disciplines are not statistically significant
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
ai-effect-highest-high-school-level |
title |
AI-supported instruction is most effective at the high school level, with between-level differences statistically significant |
description |
AI-supported instruction is most effective at the high school level, with between-level differences statistically significant |
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 — doğan-yunus-2026 |
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