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Record W2901933459

What Teacher Capacities Do International School Recruiters Look For

2018· article· en· W2901933459 on OpenAlexaff
James S. Budrow, Paul Tarc

Bibliographic record

Venuenot available
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsWestern University
Fundersnot available
KeywordsThrivingFlexibility (engineering)AdaptabilityPsychologyPedagogyIntersection (aeronautics)Mathematics educationQualitative researchCultural sensitivitySociologyEngineering
DOInot available

Abstract

fetched live from OpenAlex

This article frames the intersection of the emerging fields of internationalizing teacher education (ITE) and international schooling (IS) and presents findings of a qualitative study that draws on interviews with international school recruiters to explore teacher qualities valuable for thriving in international school settings. Beyond general characteristics of good teachers, recruiters note the importance of adaptability to living and working in a foreign setting, cultural-sensitivity, and, especially, pedagogical flexibility. Additionally, recruiters discussed the significance of “fit” between the teacher and the school (and school community) as playing a role. Fit overlaps with adaptability, cultural sensitivity and pedagogical flexibility but also introduces more school-specific, subjective (and potentially parochial) factors for “fitting in.” Implications for teacher education are discussed, particularly on the importance of fostering teachers’ pedagogical flexibility.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.422
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0060.000

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 head0.394
Teacher spread0.330 · 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.

Study designNot applicable
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

Citations15
Published2018
Admission routes1
Has abstractyes

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