Bibliographic record
Abstract
Purpose – The purpose of this paper is to examine the initial outcomes of a mentoring program designed to increase the advancement prospects of racialized teachers to vice principal positions within a Canadian school district. Design/methodology/approach – This program assessment documents evidence that challenges current school leadership paradigms rooted in western dominance and suggests new approaches to leadership informed by research on diversity, equity, and identity. Findings – Survey data from 32 participants (13 mentors and 19 mentees) from Canada’s second largest school district were analyzed thematically and showed that racialized mentees generally rated their satisfaction with the program lower than did mentors (both racialized and non-racialized), particularly as it relates to feelings of inclusion and in the program’s potential to influence the recruitment and advancement of racialized employees in the district. Research limitations/implications – The findings are limited to a single mentoring program for aspiring racialized leaders within a single, large school district but reinforce similar findings from research conducted in another large Canadian urban center, the USA and UK, and are of interest in other educational contexts where leaders from diverse backgrounds are underrepresented. Originality/value – The paper reinforces findings from the small number of studies on targeted leadership mentoring for specific populations. While the findings support the practice of mentoring for leaders, the authors challenge the culture-free leadership paradigm that permeates Western education literature and question its role as an underlying barrier for aspiring racialized leaders in schools.
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 | 0.001 | 0.001 |
| 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) | 0.000 | 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".