The perception gap is the object of study
The study does not ask whether teachers are biased — the literature settled that. It asks whether the support teachers believe they provide matches the support students experience, in one independent school, around one shared task, across two iterations.
Self-study, not confession
Following Milner's framework — research the self, research the self in relation to others, then shift from self to system — my experience is the entry point, never the conclusion. The analysis only earns its keep when it moves from what I did to the structures that made it feel natural.
Model the work before you assign it
Before asking students to write a paragraph, take a position, or account for a choice, I do the same task myself and keep my own draft. Writing alongside them — while we read Buolamwini's Unmasking AI, for example — puts me in their shoes and makes the real cost of the assignment visible: where I stall, what I want to avoid, what it takes to risk a sentence in front of other people. The same rule governs the study itself. I log my own decisions before asking students to account for theirs.
Structure is what makes room for the mess
Teaching can be and should be messy, because life is, and a lesson that goes exactly as written often means nothing much happened in it. The instruments above are the planning that lets the mess arrive in usable form: a plan good enough to survive a detour, and a record good enough to capture what the detour taught. Structure is not the opposite of an open classroom — it is what makes one possible.
Belonging as the measured outcome
Belonging theory supplies the dependent variable: whether students feel the room was built for them. Baumeister and Leary establish it as a fundamental motivation; Osterman ties it to engagement and help-seeking; Walton and Cohen show belonging uncertainty alone can drag achievement; Strayhorn gives the interview language of mattering and social support. If racialized rigor does harm, belonging is where the harm should be visible.
Small setting, honest claims
One school, one teacher-researcher, a handful of focal students. The study trades generalizability for depth and honesty — it is a proof of concept for a method other teachers could run on themselves.
