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Record W4385289139 · doi:10.1108/ijshe-07-2022-0244

Odd couples: reconciling academic and operational cultures for whole-institution sustainability governance at universities

2023· article· en· W4385289139 on OpenAlexaffabout
John Robinson, Andi Darell Alhakim, X. Grace, Monisha Alam, Fernanda da Rocha Brando, Manfred Braune, Michelle Brown, Nicolas Côté, Denise Crocce Romano Espinosa, Ana Karen Garza, David Gorman, Maarten A. Hajer, John Madden, R. Shep Melnick, John Metras, Julie Newman, Rutu Patel, Rob Raven, Kenneth Sergienko, Victoria I. Smith, Hamid Bin Tariq, Lysanne van der Lem, Christina Nga Jing Wong, Arnim Wiek

Bibliographic record

VenueInternational Journal of Sustainability in Higher Education · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicSustainability in Higher Education
Canadian institutionsUniversity of British ColumbiaUniversity of AlbertaUniversity of Toronto
Fundersnot available
KeywordsSustainabilityCorporate governanceInstitutionHigher educationOriginalityAccountabilityAgency (philosophy)SociologyPublic relationsPolitical scienceWork (physics)Public administrationManagementQualitative researchEngineeringSocial scienceEconomicsEcology

Abstract

fetched live from OpenAlex

Purpose This study aims to explore barriers and pathways to a whole-institution governance of sustainability within the working structures of universities. Design/methodology/approach This paper draws on multi-year interviews and hierarchical structure analysis of ten universities in Canada, the USA, Australia, Hong Kong, South Africa, Brazil, the UK and The Netherlands. The paper addresses existing literature that championed further integration between the two organizational sides of universities (academic and operations) and suggests approaches for better embedding sustainability into four primary domains of activity (education, research, campus operations and community engagement). Findings This research found that effective sustainability governance needs to recognise and reconcile distinct cultures, diverging accountability structures and contrasting manifestations of central-coordination and distributed-agency approaches characteristic of the university’s operational and academic activities. The positionality of actors appointed to lead institution-wide embedding influenced which domain received most attention. The paper concludes that a whole-institution approach would require significant tailoring and adjustments on both the operational and academic sides to be successful. Originality/value Based on a review of sustainability activities at ten universities around the world, this paper provides a detailed analysis of the governance implications of integrating sustainability into the four domains of university activity. It discusses how best to work across the operational/academic divide and suggests principles for adopting a whole institution approach to sustainability.

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)0.003
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.355
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.002
Open science0.0010.000
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 head0.032
GPT teacher head0.403
Teacher spread0.371 · 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 designObservational
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

Citations7
Published2023
Admission routes2
Has abstractyes

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