Ideas to help you learn better.
Research, methods and fresh perspectives to understand learning, build autonomy and help education evolve.
Published articles
How Graduates Can Build Credible Experience in an AI-Enabled Workplace
A polished project is only part of the story. Graduates need to show the problem they worked on, the choices they made and what changed after feedback.
AI and Jobs in 2030: Which Tasks Could Change—and What New Work Might Emerge?
The future of a job depends on more than what AI can generate. Follow a fictional research role to separate possible task changes, new work and uncertain employment outcomes.
The Junior Talent Trap: Designing Entry-Level Work That Builds Expertise
Automating a task can remove a learning opportunity as well as production work. Employers need to specify what beginners will practise, who will review it and how responsibility will grow.
The Manager as Coach in the AI Era: Helping Teams Think Beyond the First Answer
AI can produce a polished plan before a team has examined its assumptions. A manager’s coaching role is to make the choices, constraints and next learning step clear.
The Human Learning Advantage: Why Companies Need More Than AI Skills
AI proficiency is only the starting point. Companies also need people who can question, judge, collaborate and learn continuously. Explore the evidence and a capability-first plan for HR and L&D.