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Record W4406380469 · doi:10.1108/jieb-02-2024-0020

International business education experiences through temporary learning environments: evidence from Atlantic Canada

2025· article· en· W4406380469 on OpenAlexaffabout
Ronald V. Kalafsky, Mark Raymond

Bibliographic record

VenueJournal of International Education in Business · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Student and Expatriate Challenges
Canadian institutionsSaint Mary's University
Fundersnot available
KeywordsInternationalizationOriginalityCurriculumValue (mathematics)International businessStudy abroadPublic relationsMarketingPsychologyBusinessSociologyPolitical sciencePedagogyEconomicsSocial psychologyManagementInternational tradeComputer science

Abstract

fetched live from OpenAlex

Purpose International environments introduce a number of learning-related barriers for students endeavoring to understand global business practices. One way in which these obstacles can be addressed is through participation in temporary learning environments (TLEs), such as trade fairs and similar events. This paper aims to examine how international trade missions (ITMs) – a type of short-term, study-abroad experience – were used as TLEs by students at an Atlantic Canada university as part of their EMBA curriculum to gain practical experience in international business environments. Design/methodology/approach This study explores the ways in which students benefitted from participation in the ITMs and resulting TLEs. Accordingly, an online survey that explored export-related issues and learning outcomes was administered to EMBA students who participated in this program to ascertain the ways in which these events furthered their educational experience and how the ITMs enabled them to perceive challenges and strategies related to international market expansion. Findings A survey of ITM participants revealed that students gained insights into firm-level barriers to internationalization in addition to a practical understanding of general challenges in international trade. At the same time, some observations suggested that more emphasis could be placed on pre-trip preparations and post-trip networking. The paper concludes with discussions on how short-term study abroad opportunities can serve as TLEs, in addition to proposing future ways in which the ITMs could provide even more experiences for the students. Originality/value The value-added from this paper is found in two ways. The first is to illustrate how ITMs can be a form of a TLE for students. The second, linked contribution, is to reinforce and to provide further evidence on how the TLEs – a short study-abroad opportunity – can be an environment in which students obtain valuable, hands-on international business experience.

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)0.005
metaresearch head score (Gemma)0.011
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 score0.055
Threshold uncertainty score0.228

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.004
Science and technology studies0.0150.005
Scholarly communication0.0080.002
Open science0.0020.007
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0090.001

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 head0.025
GPT teacher head0.352
Teacher spread0.328 · 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

Citations1
Published2025
Admission routes2
Has abstractyes

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