Challenging fundraising, challenging inequity: contextual constraints on advocacy groups’ policy influence
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
School fundraising is known to reproduce inequities in schools, yet it remains common practice in Ontario, Canada; findings from a critical policy analysis of an advocacy group’s efforts to change fundraising policy help explain why this is the case. Adopting a discursive understanding of policy, the study used rhetorical analysis to identify how the group has engaged in a decades-long struggle over the meaning of fundraising policy. The findings of the rhetorical analysis were examined in light of an historical narrative of Ontario’s social context to understand how the policy’s contexts have constrained the group’s influence. The study’s findings demonstrate that challenging school fundraising by defining the policy as a problem of equity is not strong enough to overcome neoliberalism’s pressure on parents to provide their children with educational advantages, a trend toward privatization in public education, neoconservative interests in reduced government spending, Canadians’ belief in meritocracy, and historical fundraising practices and dominant meanings. Further, the continuance of school fundraising even after Ontario’s government introduced policy that explicitly addressed the group’s concerns about equity and aimed to limit the practice challenges traditional notional of group influence and success in policy processes.
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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 | 0.001 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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