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Record W4402544277 · doi:10.46303/jcve.2024.28

Institutional Logics of Indigenization in Canadian Higher Education: The Role of Critical Policy Analysis as a Research Tool to Activate Social Change

2024· article· en· W4402544277 on OpenAlexaffabout
Danielle Gardiner Milln

Bibliographic record

VenueJournal of Culture and Values in Education · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicService-Learning and Community Engagement
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsIndigenizationSociologyPolitical sciencePublic relationsIndigenousHigher educationLaw

Abstract

fetched live from OpenAlex

A common approach to adopting large-scale social changes in organizations is to codify them within high-level policies, including strategic plans. One such social change with increasing attention is the move towards “Indigenization” throughout all organizations in Canada, with national and international policy imperatives supporting its robust enactment. To understand the overt and covert components of such policies to understand how such large-scale social changes might be codified and framed, critical policy analysis (CPA) is a useful methodological tool to support such policy implementation and inform further activism. To illustrate this, CPA is used in this study to highlight how Indigenous-centric strategic plans (ISPs) conceptualize Indigenization across the U15 institutions in Canada, the largest group of research-intensive institutions spanning the country with educational communities totalling hundreds of thousands of students, staff, faculty, and community connections. The representations of Indigenization in these ISPs are analyzed using Gaudry & Lorenz’s (2018) conceptual framework of Indigenization in higher education, finding that the ISPs largely represent an inclusionary approach to Indigenization, falling short of advancing reconciliatory or decolonial forms of Indigenization. Understanding that ISPs predominantly enable inclusionary Indigenization (Gaudry & Lorenz, 2018) illuminates the institutional logics that underpin Canadian higher education, namely that retaining power structures historically constructed through colonial processes are not overtly challenged by the actions outlined in the ISPs. Though directly acknowledging the need for Indigenization within higher education ISPs is a substantial advancement towards the social reality envisaged by the TRC (2015), this analysis spotlights where further activism is needed, including by educational leaders, to advance substantial reformation of colonial institutional logics within Canadian higher education.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.415
Threshold uncertainty score0.917

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.089
GPT teacher head0.483
Teacher spread0.394 · 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 teacher head, 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 routes2
Has abstractyes

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