Initial meta-analyses indicate the effect of AI chatbots and generative AI on learning outcomes is lower in secondary education than in higher education¶
Claim · All claims
Evidence · 1 study · reviewr2·q2
Currency · newest study 2025 · 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.
q2 i? The review reports, citing Wu and Yu (2024) and Zhu et al. (2025), that initial meta-analyses indicate lower effects of AI chatbots and generative AI on learning outcomes in secondary education than in higher education. → Alissa Fock and Hans-Stefan Siller 2025
Evidence¶
Alissa Fock and Hans-Stefan Siller 2025¶
Alissa Fock and Hans-Stefan Siller. (2025). Generative artificial intelligence in secondary STEM education in the light of Human Flourishing: a scoping literature review. International Journal of STEM Education. https://doi.org/10.1186/s40594-025-00589-5
q2 · i? · review · r2
The review attributes this to Wu and Yu (2024) and Zhu et al. (2025); the reviewed meta-analyses' designs were not read for this review. The finding motivates the review's differentiated focus on secondary education.
"Initial meta-analyses indicate that the effect of AI chatbots and generative AI on learning outcomes is lower in secondary education than in higher education (Wu & Yu, 2024; Zhu et al., 2025), highlighting the necessity for a differentiated look at the potentials and pitfalls of AI in secondary school."
Discussion¶
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
- Prior meta-analytic evidence indicates chatbot technology has a substantial positive effect on overall learning outcomes and knowledge retention, but not on critical thinking, engagement, or motivation — related
- The review reports mixed findings on AI's motivational effects: some studies show enhancement, others nonsignificant or negative effects — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
ai-effect-lower-secondary-than-higher-education |
title |
Initial meta-analyses indicate the effect of AI chatbots and generative AI on learning outcomes is lower in secondary education than in higher education |
description |
Initial meta-analyses indicate the effect of AI chatbots and generative AI on learning outcomes is lower in secondary education than in higher education |
status |
review |
evidence_strength |
weak |
newest_evidence |
2025 |
generated |
by process:wiki-ingest on 2026-10-15 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — alissa-fock-and-hans-stefan-siller-2025 |
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