People · Practice · Possibility
Independent research for education leaders
Ask each division to translate one AI principle into an accountable owner, funded workflow and review date. Include students, families and IT staff in that review. Define how a disputed AI-supported decision reaches a human decision-maker.
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Should every learner receive the same explanation before working through a problem? In a randomized study, 139 primary pupils learned metric length conversion with different combinations of…
Read the story 1 min readWhen teachers revise an AI-generated lesson, are they exercising professional judgment or following the system's lead? A multiple-case study followed five preservice mathematics teachers…
Read the story 1 min readCan explicit information-ethics instruction improve how students judge AI-related dilemmas? Sixteen intact university classes were matched and assigned to a four-week module or regular…
Read the story 1 min readWhat do students' own questions reveal during conversations with an AI tutor? Researchers studied 18 university physics students using a GPT-4o-based thermodynamics environment. From 648…
Read the story 1 min readCan smaller, locally hosted language models apply a rubric to student reports? Researchers evaluated four small models on 70 reports produced by 35 teams of three students in an undergraduate…
Read the story 1 min readCan language analysis help instructors see how students reason about AI ethics? A study of 90 graduate students combined expert labels with a language model that identified moral-value themes in…
Read the story 1 min readIf a model learns to express uncertainty on one task, will that skill transfer? Researchers fine-tuned GPT-4.1 mini and Llama 3.1 70B using academic knowledge, arithmetic and trivia benchmarks.…
Read the story 1 min readThis week: Choose one AI-supported planning or tutoring workflow. Identify the independent check, the person responsible for it and the action that follows a doubtful result.
Within 30 days: Review one assessment pilot using fresh tasks and held-out student work. Look at differences by starting knowledge, document disagreements and measure the staff time needed for review.
Before expansion: Bring cabinet evidence of learning transfer, feasible oversight and an appeal route. Keep document analysis, model benchmarks and college findings distinct from demonstrated K-12 effects.
Selected research published October 31-November 6, 2026, assessed for relevance to K-12 leadership, evidence quality and practical implications. Each summary identifies important limitations.
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