People · Practice · Possibility
Independent research for education leaders
Require both a curriculum-aligned assessment and an independent transfer measure in a district pilot. Cost the human review workflow explicitly, protect practice time, and ask vendors to justify any additional student-history collection with a demonstrated benefit.
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Adaptive software often treats a wrong answer as a stable signal about a child. This preprint asks whether support should instead respond to the reasoning demands of the current task.…
Read the story 1 min readWhat do science educators see as useful or difficult when AI enters curriculum work? A survey of 691 Saudi educators mapped relationships among perceived benefits, challenges and attitudes.…
Read the story 1 min readA correct answer is not enough if a tutor repeatedly redirects a learner away from a legitimate approach. MUSE tests this problem with 150 programming tasks that admit several solutions,…
Read the story 1 min readIf AI can produce working software, what evidence should establish a student’s engineering competence? An ongoing postgraduate course offers a practical design response. By week eleven, 87…
Read the story 1 min readDoes using generative AI more often correspond to stronger applied reasoning? A multicenter study asked 431 health-informatics students about their AI use and assessed performance with 30…
Read the story 1 min readEdhivo explores whether AI can shorten the gap between a classroom check and useful feedback. In a semester pilot with 36 university students, instructors used generated questions and…
Read the story 1 min readWhy can AI help someone finish a task without producing durable learning? This perspective distinguishes delegating routine work from surrendering the planning, monitoring and evaluation that…
Read the story 1 min readThis week: Select one AI-supported learning pilot and define both an immediate practice measure and a later unaided task. Name the person responsible for reviewing errors and record the full staff workload.
Within 30 days: Review assessment rules in one subject. Pair products with individual explanations or changed problems, and agree how teachers will resolve conflicting evidence.
Before expansion: Require evidence of learning transfer, fairness and sustainable review capacity. Keep vendor claims, student perceptions and tested effects separate in the board report.
Selected research published October 24–30, 2026, assessed for relevance to K–12 leadership, evidence quality and practical implications. Each summary identifies important limitations.
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