A Perfect Storm for Leading Equity and Inclusion: The Complexities of Policy Development, Varied Student and Adult Learning Needs, and Cultures that Don’t Support Them
Bibliographic record
Abstract
The case describes an experienced principal’s arrival at a new school, his observations of the school and its teachers, and his experiences as he attempts to ensure all students have access to education, particularly those requiring accommodations or assistive technology. The culture of the school is compartmentalized, and early-, and mid- to late-career teachers do not engage with one another to any extent. While some of the teachers regularly use the technology available in the classrooms, there is a large group of teachers who do not. Communication and competency issues also arise, and the parent community is concerned. The principal has the difficult task of balancing all constituents’ needs and interests while meeting his vision of an equitable and inclusive school. The case includes three activities and accompanying readings that explore different issues that arise. Using a structure-culture-agency framework, the first activity unpacks these concepts in reference to the case components. The second activity takes a closer look at structure and agency through policy development. Lastly, the third activity examines the impact of culture and agency through professional development planning.
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 | 0.001 | 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".