Classrooms & Teachers
9 gains2 Traces14 problems
Every measured gain and problem on the record for this topic, newest first. Updated .
One square per record, darker for stronger evidence:Evidence: 1 high9 moderate15 emerging
AI in classrooms
A Trace is one record with both a gain and a problem, so it counts on both sides: 11 records show a gain and 16 show a problem. 29 context records are in the record list but not counted, because they report no measured gain or problem.
| Evidence | Gain side | Problem side |
|---|---|---|
| HighStrong study design, backed by at least two independent sources | 0 | 1 |
| ModerateA measured study or an official source | 4 | 5 |
| EmergingEarly, small, unreviewed or reported second-hand | 7 | 10 |
By type of evidence: 8 interview studies; 6 surveys; 3 news reports; 3 systematic reviews or meta-analyses; 2 observational studies; 1 randomized trial; 1 investigation by reporters; 1 commentary or narrative review. How evidence is scored
In an experiment with 60 university English teachers in China, teams working with an AI co-pilot scored higher on a learning-design rubric, and their discussions were more interconnected and learner-centered.
In one Indonesian pesantren case in the review, AI cut attendance-processing time by about half and modestly raised teacher digital competence and student engagement.
A review of 44 studies found AI-assisted maths teaching was generally linked to better student achievement, understanding, interest, motivation and engagement in primary and secondary schools.
In a survey at one large southeastern US university, 76% of students said they had received no formal classroom instruction on generative AI, and faculty said they need help with AI-resistant assessments and teaching strategies.
In a review of 56 studies and a survey of 260 Saudi university participants, AI in education was linked to concerns about reduced human connection, data privacy and security risks, algorithmic bias, lack of transparency, and equity and reliability issues.
A review of public documents from all 48 accredited US health informatics and information management master's programs found eight had no AI policy or guidance, and most of the other 40 offered guidance rather than formal policy.
2 records
"student_ipad_school - 232" by flickingerbrad, CC BY 2.0.A phenomenological interview study of 23 educators from 3 Palestinian universities examined how generative AI is changing everyday teaching. Interviews ran from March to April 2026 and produced 8 interconnected themes.
JMIR Medical EducationA scoping review published August 15, 2026 examined how nursing academics perceive and use AI in nursing education, synthesizing 15 studies from eight countries with 2004 academics.
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