Neoliberal White Corporate Saviourism in Public Education Outsourcing: A Critical Examination of Project 11
Bibliographic record
Abstract
Private and corporate interests continue to find new ways to penetrate public K-12 education in Canada, often through the outsourcing of services that are best provided by school-based professionals. In this article, we explore how neoliberal privatization intersects with the discourse of white corporate saviourism through philanthropic non-profit organizations that infiltrate schools under the guise of goodwill and benevolence. Using Project 11 (a mental health non-profit program largely funded by the organization who owns the Winnipeg Jets) as an example of this phenomenon, we illustrate how such organizations may embed themselves in under-resourced schools —made vulnerable by neoliberal reforms— while simultaneously reaping additional social and economic benefits for their involvement. We caution that while programs such as Project 11 may appear —or indeed be— well intentioned, we must maintain critical vigilance against the creeping of white corporate saviourism into our schools. These programs often personalize deeper structural issues, advance corporate interests, reinforce neoliberal ideologies, diminish the role of educators, and perpetuate whiteness and colonial legacies within public education. The presence of private actors within public schools must be scrutinized for the ways in which they may attempt to reshape education to benefit corporate agendas rather than the public good.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".