Topics
How the Machine Works
What’s really happening inside educational institutions — and why. Decisions that look like they’re about learning are often about data assumptions, incentives, and institutional habit. Seeing the machinery is the first step to changing what it produces.
🧭 The framework
The Nine Dimensions of Data Assumptions in Education
My framework for seeing the machinery: nine dimensions that determine how schools turn data into decisions — and where those decisions quietly go wrong.
Download the framework (PDF)
The printable one-pager.
🎧 Listen
Mismatched Podcast — the machinery chapters
Institutional Mythology, Data Theater and the Lotta Chicken Principle, Same System New Labels — inside the Mismatched playlist.
📄 Read
Research
The studies and reports behind the framework.