School principals’ understandings of student difference and diversity and how these understandings influence their work
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
Purpose The purpose of this paper is to explore how Ontario principals make sense of difference within student populations and how this sensemaking influences how they do their work. Design/methodology/approach The paper reports on a qualitative study in Ontario, Canada that included 59 semistructured interviews with school principals from English public, secular school districts in Southern Ontario. Findings Four themes emerged in principals’ descriptions of student populations: perceiving everyone as the same, or homogeneous; perceiving visible differences associated with particular religions, race and cultures; perceiving invisible or less visible differences, such as academic differences, socioeconomic status, mental health issues, gender identity and sexual orientation; and perceiving both visible and less visible differences through an inclusive lens. When asked about how their understanding of difference influenced how they did their work, principals’ responses varied from not influencing their work at all to influencing practices and activities. Participants’ context – both personal and local – influenced some of the work they did in their role as school principal. Lastly, multiple sources of disconnect emerged between how principals understood difference and the practices that they engage in at their school site; between their sensemaking about difference and diversity and preparing students for the twenty-first century competencies as global citizens; and between principals’ understanding of difference and diversity and existing provincial policy. Research limitations/implications Study insights not only contribute to an existing body of literature that examines principals’ sensemaking around difference, but also extend this line of inquiry to consider how this sensemaking influences their professional practice. These findings pose additional research questions about how to approach principal professional learning for inclusive and equitable education. For example, even though principals are contractually responsible for students in their care, why is it that their efforts toward equitable and inclusive schooling appear to be limited to the school site and not the wider community? Practical implications Study findings can be used to inform principal preparation programs and professional learning opportunities. Namely, these programs should provide the skill development required as well as the time needed for principals to reflect on their local context and beliefs, and to consider how their local context and beliefs are connected to larger societal efforts to create a more inclusive and equitable society. Social implications School leadership is integral to creating and building more inclusive and equitable public education that improves all students’ success at school. As Ontario’s general population becomes increasingly diverse, it is imperative that principals support success for all students; this can only happen if they understand the complexity of difference within their student populations and beyond, how to address these complexities and how their own understandings and beliefs influence their leadership practices. Originality/value Although other papers have examined how principals make sense of difference and diversity in student bodies, this paper also explores how this sensemaking influences how school leaders do their work.
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 | 0.001 | 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) | 0.000 | 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 it