Students reported high satisfaction with GenAI in STEAM learning, following gradual-improvement and fluctuation patterns¶
Claim · All claims
Evidence · 1 study · designr2·q2
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.
q2 i? The 12 students showed high overall satisfaction with GenAI use (M = 4.75, SD = 0.40), with satisfaction changes following gradual improvement and fluctuation patterns. → Zhao Qianhui and Li Shuhui 2026
Evidence¶
Zhao Qianhui and Li Shuhui 2026¶
Zhao Qianhui and Li Shuhui. (2026). Exploring Middle School Students' Interactions and Perceptions of Using Generative AI in STEAM Learning Environments. Behavioral Sciences. https://doi.org/10.3390/bs16091626
q2 · i? · design · r2
Retrospective single-item 5-point satisfaction ratings from 12 eighth-grade students, supplemented by thematic analysis of semi-structured interviews using emotion graphs as recall aids. The study reports "high satisfaction with GenAI use in STEAM learning environments (M = 4.75, SD = 0.40)".
"the 12 students demonstrated high satisfaction with GenAI use in STEAM learning environments (M = 4.75, SD = 0.40). Interview data further revealed that students' satisfaction changed throughout the learning process, mainly following two patterns: gradual improvement and fluctuation."
Discussion¶
Related Claims¶
- Middle school students in GenAI-supported STEAM modules predominantly interact for STEAM knowledge/information retrieval, with minimal evaluation and reflection interactions — related
- Interaction patterns and perceptions differed between mathematics-engineering and mathematics-arts modules despite similar interaction counts — related
- Participants reported a strong level of agreement and high satisfaction with ideation discussion activities in Design Thinking — related
- Students exhibited high trust in GenAI but limited critical evaluation of its outputs — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
high-satisfaction-genai-steam-gradual-and-fluctuating |
title |
Students reported high satisfaction with GenAI in STEAM learning, following gradual-improvement and fluctuation patterns |
description |
Students reported high satisfaction with GenAI in STEAM learning, following gradual-improvement and fluctuation patterns |
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 — zhao-qianhui-and-li-shuhui-2026 |
Frontmatter is the page's machine-readable record — see the Schema & Guide.