Coordinating Policy Layers of School Fundraising in Toronto, Ontario, Canada: An Institutional Ethnography
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In this article, I report findings from an investigation into the politics and coordination of school fundraising in the Toronto District School Board (TDSB) in Toronto, Ontario, Canada. Theoretically grounded in institutional ethnography and critical policy analysis, the study began from the standpoint of parents asked to give money to their children’s school(s). I show how provincial and TDSB funding, parent involvement, fundraising, and school council policies organize parents’ experience of school fundraising. I also explore how participating in fundraising enables parents to meet neoliberal expectations of a “good parent” and how through their efforts to secure advantages for their children, fundraising parents are accomplices in the privatization of public education. I conclude by discussing possibilities for intervention into the social organization of school fundraising in TDSB schools.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it