Exposing Neoliberalism's Erosion of Special Education in Ontario Schools
Bibliographic record
Abstract
My positionality as a critical scholar frames the problem of practice. The POP discusses a lack of transparency stemming from a longstanding hierarchy of influence from the ministry of education to local school boards and then to individual schools. A political, economic and social analysis frames the organizational context which impacts my role and agency within the organization. The organization’s worldview, tied to the ministry’s worldview, undermines student experience, as does both organization’s leadership approach. Using a critical bureaucracy and anti-oppressive theory, this organizational improvement plan investigates the physical and bureaucratic barriers that undermine special education student experience. Critical theory supports the leadership approach to change due to my agency. There is a tethering of neoliberalism, bureaucracy, and ableism that all intersect in this organizational improvement plan. The framework for leading the change process uses the zone of mediation as a framework for change. The leadership and humility change model is used to propel change as it aligns with the theoretical framing of this organization improvement plan. This organizational improvement plan uses an adapted community analysis model to assess readiness for change. Three options to address solutions to the POP are investigated with a preferred solution, an equity audit, selected. As a change facilitator, the support for change will be explored through servant, transformative and advocacy leadership theories. The change implementation plan uses a spiral of inquiry to monitor the change process, and communicating the change process occurs through tailoring messages to the various audience, aligning with the servant-leadership approach.\nKeywords: neoliberalism, critical bureaucracy theory, anti-oppressive theory, leadership and humility change model, servant-leadership, transformational-leadership, advocacy-leadership, special education
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.033 | 0.024 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.010 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".