State guidance and governance gaps
State AI guidance emphasizes ethics and data privacy. Stakeholder trust and ongoing monitoring receive less developed treatment; equity and educator capacity receive moderate attention.

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State AI guidance emphasizes ethics and data privacy. Stakeholder trust and ongoing monitoring receive less developed treatment; equity and educator capacity receive moderate attention.
All four teacher-created app proposals specified meaningful evidence of student thinking. Only two explicitly described teacher authority, and only two named a safeguard.
UNESCO frames AI adoption around student development, autonomy, pedagogy, assessment, expression, and public accountability. It calls on education systems to actively shape their response to algorithmic technologies.
A thematic review links AI adoption with recurring concerns about assessment, privacy, unequal capacity and educator readiness. It emphasizes that outcomes depend on how institutions organize and support use.
Why can similar AI tools produce very different institutional experiences? A synthesis of 53 higher-education articles connects adoption with assessment design, educator readiness, privacy and unequal capacity to use technology. It treats implementation as an…
Why can similar AI tools produce very different institutional experiences? A synthesis of 53 higher-education articles connects adoption with assessment design, educator readiness, privacy and unequal capacity to use technology. It treats implementation as an…
What does the science-education research base actually cover? A review maps 80 peer-reviewed studies across technology, curriculum integration and ethics. Personalization and adaptive learning dominate, accounting for 47 studies, while privacy and data…