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Global university rankings’ influence in Canada: A senior administrators’ perspective

2025· preprint· en· W4413392063 on OpenAlexaboutno aff
Edmund Adam

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicHigher Education Governance and Development
Canadian institutionsnot available
Fundersnot available
KeywordsPerspective (graphical)Political scienceManagementEngineering managementPublic administrationPublic relationsComputer scienceEngineeringEconomics

Abstract

fetched live from OpenAlex

IntroductionGlobal university rankings have reconfigured the higher education (HE) landscape worldwide, triggering rapid change in policy and in how universities operate within their respective ecosystems (Hazelkorn and Mihut 2021). Yet, most characterizations of how Canadian universities deal with global rankings invite the impression that the academic environment in Canada may not be conducive to significant global rankings impacts. It is noteworthy, however, that this commonly held perception was not born in a vacuum. Several past studies have argued that while larger Canadian universities are most aware of the possible impact of global rankings on their international status, it is national rankings, particularly Maclean’s , which feature prominently in institutional discussions about strategy and promotion (Downing and Ganotice 2017; IHEP 2009; Page, Cramer, and Page 2010).Yet, there is a second strand of literature that suggests a sense of rather Canadian exceptionalism. Their argument goes along the following lines: Canadian university evinces an egalitarian ethos that runs counter to the vertical differentiation embedded in rankings (Zha 2013; Zaretsky 2017); rankings have little impact on Canadian students’ choice of school (Drewes and Michael 2006; Kong and Veall 2005; Pizarro Milian and Rizk 2018); unlike the United States, Canada does not have well-defined hierarchies between higher education institutions (HEIs) (Baker 2014; Hartley and Macdonald 2017); thus, the country has no national market for undergraduate credentials from a particular university (Adam 2017; Davies and Hammack 2005). Needless to say, this small literature portrays an academic environment characterized by an incentive structure and tradition that are not particularly rewarding for universities to espouse the logic of global rankings. Indeed, a review of the extant literature can only add to the sense that Canadian universities are nowhere near as affected by global rankings as many of their international peers.I contend that these accounts leave an important and under-theorized gap between them. But substantiation of this observation warrants further examination, a task I undertake in the next section. I utilize organizational literature and interviews with senior administrators from three major research universities to paint a far more nuanced picture of the role of rankings in the strategic management of universities. Compared to other jurisdictions, little is known about Canadian senior administrators’ perceptions of rankings, and whether or not these views induce efforts to alter universities’ behaviour in significant ways. Now that rebalancing universities away from rankings and toward real excellence in teaching, learning, and civic engagement is the lead concern of various stakeholders, it is more important than ever to study senior institutional leaders to understand what this rebalancing will entail. The ensuing sections address this organizational dimension. In doing so, the article opens up venues for comparative research across context and organizational culture, particularly beyond Westernized societies.

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)0.006
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch, Bibliometrics
Consensus categoriesnone
DomainCandidate signal: Evaluation · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.995
Threshold uncertainty score0.899

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.013
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0050.012
Science and technology studies0.0410.016
Scholarly communication0.0240.003
Open science0.0020.006
Research integrity0.0030.006
Insufficient payload (model declined to judge)0.0100.001

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 head0.010
GPT teacher head0.296
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.

Study designQualitative
DomainEvaluation
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".

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Citations1
Published2025
Admission routes1
Has abstractyes

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