People · Practice · Possibility
Independent research for education leaders
Ask a curriculum team to design one paired task: solve the same problem with a fixed rule and a trained classifier. Have pupils justify their choice and test a new user. Assess individual explanations before deciding whether to expand the activity.
Read the full story
An answer can be correct without revealing how a child thinks. Researchers tested a chatbot that asked 33 fifth- and sixth-graders to explain and compare ratio-solving strategies after a short…
Read the story 1 min readCan a questioning partner help future teachers build stronger scientific arguments? An eight-week study compared 124 biology teacher candidates in two intact classes at an Uzbek university. One…
Read the story 1 min readA wrong final answer can hide several successful intermediate steps. This study turns mathematical tasks inside tutoring conversations into standalone questions, then combines those responses…
Read the story 1 min readA tutor that withholds the answer can still lead a learner in the wrong direction. SocraticRepair fine-tunes a small programming model to guide Python debugging through explicit teaching plans.…
Read the story 1 min readPrivate help may make it easier for students to ask questions, but that is different from learning more. Across four Chinese universities, an EduBot study compared eight course sections during a…
Read the story 1 min readBilingual access requires more than translating a fluent answer. This prototype translates Mandarin questions into English, retrieves relevant course materials, and produces bilingual guidance…
Read the story 1 min readWhat would it take for students without programming backgrounds to examine a published AI model rather than merely use its predictions? PRAISE describes a workflow for selecting, installing,…
Read the story 1 min read1. Curriculum: commission one comparison task in which students justify an AI or non-AI solution and test it with a different user.
2. Instruction: review a small set of AI-assisted conversations for genuine explanation, then use an unfamiliar unaided task to check transfer.
3. Evidence: ask every pilot owner to label the measured outcome: learning, engagement, expert rating or simulated performance.
4. Equity: have bilingual educators review both meaning and correctness, including ambiguous requests and missing information.
5. Governance: require a named adult to resolve incorrect explanations, disputed mastery estimates and requests beyond a tutor’s scope.
Selected research published October 10-16, 2026, assessed for relevance to K-12 leadership. Each selection identifies evidence, practical implications and important limitations.
Explore recent editions from this section.
“A more thoughtful
future for every learner.”