MétaCan
Menu
Back to cohort
Record W4310209530 · doi:10.1177/14752409221140628

Sustainable Leadership in Private International Schools: Lessons from Kuwait

2022· article· en· W4310209530 on OpenAlexaff
Mary E. Kelly

Bibliographic record

VenueJournal of Research in International Education · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsPrivate sectorPublic sectorCompromisePublic relationsEducational leadershipCorporate governancePolitical scienceInternational educationQualitative researchSustainabilityWork (physics)Economic growthSociologyPublic administrationHigher educationEconomicsManagementSocial science

Abstract

fetched live from OpenAlex

The rapid, global growth of the private international school sector has raised demand for qualified school administrators to lead schools in that sector. Many administrators hired into that sector face particular challenges when coming from public systems in other countries. The question is in what ways do gaps between the training and experience of recruits and the demands of the sector compromise the sustainability of effective leadership in private international schools. There are implications for policy development around training and support for leaders in this sector as, unlike many national public systems, it lacks a supply of specifically trained leaders. This article presents a qualitative study of semi-structured interviews with 17 international school leaders who moved from national public systems abroad to private international schools in Kuwait. The major themes that emerged in those interviews were the challenges faced by leaders in adjusting to differing governance structures, the business and marketing aspects of private international schools, and managing the transience of staff. A number of similar themes have been cited in research on international schools in other world regions, although some expressions of those themes are particular to Kuwait. This article concludes with a discussion of the need to provide sustainable norms for leadership across the international school sector, with training and support to help school leaders transition and work more effectively in the sector.

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)0.003
metaresearch head score (Gemma)0.002
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 score0.093
Threshold uncertainty score0.185

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0140.006
Scholarly communication0.0070.005
Open science0.0010.006
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0030.000

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 head0.309
GPT teacher head0.525
Teacher spread0.216 · 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

Citations5
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Research in International EducationSame topicGlobal Education and MulticulturalismFrench-language works237,207