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Record W7054962603

Beliefs, Attitudes, and Practices of Principals with Respect to Hiring Diverse Teachers

2011· other· en· W7054962603 on OpenAlexaboutno aff

Bibliographic record

VenueKTH Publication Database DiVA (KTH Royal Institute of Technology) · 2011
Typeother
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsDiversity (politics)Thematic analysisInclusion (mineral)Value (mathematics)Equity (law)NarrativeQualitative researchCultural diversity
DOInot available

Abstract

fetched live from OpenAlex

The purpose of this study is to explore the beliefs, attitudes, and practices of principals with regard to equity and inclusion specific to hiring teachers from diverse backgrounds. A qualitative design and narrative analysis guided this study. Twelve principals and vice-principals from six high schools in one school district in Ontario participated in the study by answering questions on a self-completion web questionnaire. The findings were analyzed using four categories with regard to hiring diverse teachers: 1) current understanding of diversity in the school community; 2) current practices for diversity hiring; 3) beliefs and attitudes for diversity hiring and existing barriers; 4) solutions and future learning opportunities. Data were analysed using thematic analysis. The overall themes that emerged from the data were: a) valuing the importance of diversity, equity, and inclusion; b) not valuing diversity and providing rationale for not considering diversity and equity. The findings revealed that principals were able to define diversity in their own words. However, principals did not always value diversity in teacher candidates in their hiring practices. The questions used by principals to interview teachers – based on those recommended by the school board’s interview questions – did not include questions that would elicit and support responses from teacher candidates with regard to teaching diverse students or that reveal the value of their own diversity. The findings revealed that there are various barriers due to biases, hiring attitudes and current practices. Finally, the findings revealed that some principals are resistant to additional learning and professional development activities, saying they see no barriers for diverse teacher candidates being hired. However, some principals are open to more training and learning opportunities and see professional development as a catalyst in bringing positive change with respect to hiring practices and valuing diversity. A discussion of the findings with reference to current literature is provided. In conclusion, questions and approaches for further studies are identified.

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)0.008
metaresearch head score (Gemma)0.018
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 score0.037
Threshold uncertainty score0.073

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.018
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0050.004
Scholarly communication0.0050.001
Open science0.0010.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.035
GPT teacher head0.321
Teacher spread0.286 · 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
Published2011
Admission routes1
Has abstractyes

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