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Record W7047356285

Embracing the Race: How Black Women Principals Construct Their Professional Identities in Ontario Schools

2024· article· en· W7047356285 on OpenAlexaboutno aff

Bibliographic record

VenueScholarship@Western (Western University) · 2024
Typearticle
Languageen
FieldPhysics and Astronomy
TopicSuperconducting and THz Device Technology
Canadian institutionsnot available
Fundersnot available
KeywordsConstruct (python library)IntersectionalityNarrativeIdentity (music)Qualitative researchEquity (law)Narrative inquiryExtant taxonConceptual frameworkEducational equity
DOInot available

Abstract

fetched live from OpenAlex

Although developments in provincial and school-level policies have increased the number of Black leaders in Canadian K-12 schools, research on Black women leaders continues to be disproportionality underrepresented in education leadership and administration (ELA) research. Of the studies conducted on Black principals, the intersection of their race-and-gendered identity markers are not adequately addressed nor presented in most literature (Armstrong & Mitchell, 2017; Lomotey, 2019; Mponguse, 2010; Nickens & Washington, 2017), particularly in spaces where the study of principals’ professional identities is linked to achieving school reform initiatives. While the extant literature on school improvement acknowledges principals as key sources of knowledge, there remains a space in ELA literature for a deeper interrogation of Black women principals’ professional identities in a Canadian context. In response to this gap in the literature, the present qualitative study uses a narrative life history (life history) approach to examine how seven Black women principals construct their professional identities in Ontario school districts. Focusing on the historical, political, and sociocultural tensions that encompass the race-and-gendered identity of the Black woman, this study draws on the tenets of intersectionality as a conceptual framework for situating the narratives shared by participants.\nFindings from semi-structured interviews reveal that Black women obtain leadership positions based on contingent situations and context-related circumstances, that is, through shoulder-tapping or employment equity initiatives—where being at the right place at the right time affords them entrance into leadership. When finally in these roles, Black women must then construct their professional identities in racially contentious environments characterized by a lack of organizational supports, absence of mentorship, and limited career advancement opportunities. All while simultaneously being held to higher standards of practice than their counterparts. This dissertation offers novel strategies for re-examining professional standards outlined in the Ontario Leadership Framework (OLF; The Institute for Education Leadership, 2013), the deployment of school board mentorship programs, and principal recruitment processes. Given that school improvement initiatives identify principals as key agents for change, this study provides significant insights and contributions for leadership theorization, school leader preparation program development, and practitioners’ understanding of principal practices in Ontario’s K-12 public 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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.007
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.145
Threshold uncertainty score0.383

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.008
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.002
Science and technology studies0.0410.023
Scholarly communication0.0100.004
Open science0.0020.011
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0040.000

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.

Opus teacher head0.061
GPT teacher head0.296
Teacher spread0.235 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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