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The CCG library

Field Notes on culture and leadership from Dr Victoria Hopkin, and the CCG AI in Education Series: research papers on artificial intelligence, learning and schools. All free to read, download and share.

Field Notes

Essays on intercultural leadership and life in the Gulf workplace, by Dr Victoria Hopkin.

A multicultural leadership team in discussion

Your team has five cultures per person

Why nationality is the least useful thing you know about the people you lead, and the five-dimension lens that beats it.

Read the essay
A structured listening conversation across cultures

The hidden cost of cultural friction in your attrition data

Every resignation happens twice, and your dashboard only ever meets the second one.

Read the essay
Victoria Hopkin in conversation with Emirati colleagues

Why Emiratisation fails at the coffee machine, not the contract

Hiring was the easy half. Retention is decided in the informal life of your company.

Read the essay
Victoria Hopkin talking with pupils in an AI robotics lab
The CCG AI in Education Series

AI in Education

Research papers on artificial intelligence, learning and school leadership from The Cambridge Consultancy Group, spanning the Leading Education Series (2024) and the AI in Education Series (2025), with new papers joining the library as they are published. Each opens as a PDF you are welcome to circulate to your leadership team.

Frontiers of learning

Dr Neil Hopkin

Agentic AI in Schools

A new frontier for teaching, learning and leadership: what happens when AI stops answering and starts acting.

Read the paper· PDF · 42 pages

Dr Neil Hopkin

Beyond Personalisation: AI as the Architect of Cognitive Augmentation

Past the adaptive-quiz era: how AI can extend, rather than merely tailor, human thinking.

Read the paper· PDF · 37 pages

Dr Neil Hopkin

Generative AI and the Creation of Infinite Learning Universes

What generative models make possible when every learner can inhabit a world built for them.

Read the paper· PDF · 42 pages

Dr Neil Hopkin

The AI-Powered Micro-Educator

A new age of hybrid teaching and learning, and the changing division of labour between teacher and machine.

Read the paper· PDF · 34 pages

Dr Neil Hopkin

Can Extended Reality Replace ‘Real’ Learning Experiences?

A short provocation on immersion, embodiment and what a field trip is actually for.

Read the paper· PDF · 4 pages

Dr Neil Hopkin

Reflections on Stanford’s Tutor CoPilot

The future of expertise in the age of AI, read through one of the field’s most important tutoring studies.

Read the paper· PDF · 15 pages

Minds & childhood

Dr Neil Hopkin

Outsourcing Our Minds

AI, cognitive offloading and the future of thinking: what we hand over when the machine remembers for us.

Read the paper· PDF · 24 pages

Dr Neil Hopkin

Disappearing Thought

What MIT’s study reveals about AI and children, and why the findings should reshape classroom use.

Read the paper· PDF · 16 pages

Dr Neil Hopkin

What Do Children Really Think About AI?

Listening to the pupils themselves: children’s own accounts of the machines entering their classrooms.

Read the paper· PDF · 24 pages

Literacy & governance

Dr Neil Hopkin

The Global Push for AI Literacy

How systems worldwide are defining what every teacher and pupil now needs to understand about AI.

Read the paper· PDF · 16 pages

Dr Neil Hopkin

AI Literacy and AI Governance

The twin agenda: building capability in classrooms while building guardrails around them.

Read the paper· PDF · 19 pages

Dr Neil Hopkin

The Shifting Boundaries of Academic Integrity

What honesty in schoolwork means when a model can draft anything, and how assessment must respond.

Read the paper· PDF · 15 pages

Dr Neil Hopkin

DeepSeek vs ChatGPT

The battle for the future of education? What the model race means for schools choosing their tools.

Read the paper· PDF · 19 pages

Risk, ethics & society

Dr Neil Hopkin

Understanding the Dangers of AI Chatbots

A safeguarding-first guide for schools: where conversational AI puts children at risk, and what leaders must do.

Read the paper· PDF · 33 pages

Dr Neil Hopkin

Data Danger

Mobilising the next generation to protect digital privacy, starting in the classroom.

Read the paper· PDF · 12 pages

Dr Neil Hopkin

Ethical Code or Ethical Chaos?

The moral questions AI forces on schools, and a framework for answering them deliberately rather than by default.

Read the paper· PDF · 34 pages

Dr Neil Hopkin

AI’s Role in De-colonising Global Education

Whose knowledge do the models carry? AI as a force for widening, or narrowing, the world’s curricula.

Read the paper· PDF · 36 pages

Dr Neil Hopkin

The Hidden Environmental Costs of EdTech

Compute, carbon and classrooms: the sustainability bill behind the digital learning boom.

Read the paper· PDF · 18 pages

Dr Neil Hopkin

Shaping Socio-digital Futures

Between promise and responsibility: preparing pupils for the society their technologies will build.

Read the paper· PDF · 9 pages
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