Faculty Associations Confront Accountability Governance in Ontario Universities
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
Much literature focusing on the academy is concerned with the spread of neo-liberalism into the university sector. We argue that universities in Canada are operating in an era of “accountability governance,” with ideologies, discourses, and practices centred on quality, accountability, and efficiency. We explore the interplay between accountability governance as a regime of power and the work of faculty associations, especially as they strive to preserve faculty members’ professional autonomy and control over their academic work. Using in-depth qualitative interviews with executive members of several Ontario university faculty associations, we explore themes of neo-liberalization and corporatization of the university, shrinking faculty budgets, program reviews, and strategic mandates. While opportunities for action and resistance for faculty unions arise, particularly at the level of senate, more militancy and radicalism are not favoured by many members, as political action is often seen as “unprofessional.”
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.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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