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Record W7133081033

Member Perspectives: Understanding How Beliefs and Attitudes Relate to Elementary Teachers' Union Member Engagement in Ontario, Canada.

2025· dissertation· W7133081033 on OpenAlexaboutno aff
Jacqueline Watkins

Bibliographic record

VenueTSpace · 2025
Typedissertation
Language
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)Value (mathematics)HierarchyStudent engagementNeoliberalism (international relations)Power (physics)Work (physics)Context effect
DOInot available

Abstract

fetched live from OpenAlex

Globally, teacher education unions operate in the context of neoliberal educational reform, which aims to undercut publicly funded education systems in the name of standardization, privatization, and profit. Neoliberal education reforms work to reduce or eliminate the power of teachers and their unions, which act as an important counterbalance to these agendas. In the context of this work, in Ontario, Canada, neoliberalism has not been fully entrenched in the education system, and the viability of teachers’ unions may increase if they can engage and activate a broad base of their membership. This research explored how teacher members’ beliefs relate to their extent of engagement with the union, the ways and means teacher members engage with their union, and factors that may influence this engagement through a mixed methods research study. In one of the Elementary Teachers Federation of Ontario’s locals, these research questions were explored using a survey and interviews. Findings that add depth to current understandings include the notion that engagement breeds beliefs, and the more highly engaged members are, the stronger their beliefs are about the unions, their priorities, and the value of engagement. This research also unveils more nuanced findings that enrich the understanding of union member engagement in this context. Findings suggest that a hierarchy of teacher-member priorities, emphasizing the braiding of industrial contracts and professional unionism is influential when understanding teachers’ beliefs and how they relate to engagement. Members typically engage in easily accessible opportunities, yet they highly value engagement and understand it as a means to strengthen the influence of the union, underscoring the critical need for amplified messaging around the importance of union member engagement. The importance of social engagement and local connectivity with union representation were emphasized as key admissions to engagement. The research identifies potential barriers to engagement, including increased professional demands and negative public perception of union member engagement. These findings provide openings for teachers' unions to consider new pathways to increase engagement, leverage local leadership to confront engagement barriers, and consider messaging related to union priorities to foster connections across demographic membership. Word count: 343Keywords: teachers’ unions, responsiveness, neoliberalism, engagement.

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)0.005
metaresearch head score (Gemma)0.009
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 score0.082
Threshold uncertainty score0.595

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.009
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0190.009
Scholarly communication0.0060.003
Open science0.0020.004
Research integrity0.0010.002
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 head0.064
GPT teacher head0.366
Teacher spread0.302 · 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
Published2025
Admission routes1
Has abstractyes

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