Human tutor intelligence
943 coded STEM lessons: what an expert tutor does, and where AI tutors diverge.
Essays, briefs and summaries.
943 coded STEM lessons: what an expert tutor does, and where AI tutors diverge.
The debate over cheap software, what it misses about public institutions, and what this research adds.
Personal background to the series: curiosity, falling barriers to building, and what education systems were built for.
Sovereignty, systems & skills for the twenty first century: an enquiry into teaching, learning, governance and edtech in an evolving digital order.
Field notes from interviewing heads of trusts responsible for ~50,000 students.
Selective evidence, AI washing, and the educator-in-the-loop.
Read findings from other leaders.
The tenancy test, and what to ask a supplier before renewal.
Ask about the field research: what trust leaders told us, what the tutoring study found, and what the evidence does not yet support. Everything is answered from the anonymised corpus. No participant, school or trust is identifiable.