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Record W4407408920 · doi:10.5430/jct.v14n1p257

From Classroom to Boardroom: Assessing Curriculum Development for International Business Major Gaps in Undergraduate Business Education

2025· article· en· W4407408920 on OpenAlexvenueno aff
Wallapa Suengkamolpisut, Thipsukhon Chuensodsai

Bibliographic record

VenueJournal of Curriculum and Teaching · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicManagement and Marketing Education
Canadian institutionsnot available
FundersMahidol University International College
KeywordsCurriculumBusiness educationInternational businessBusiness developmentCurriculum developmentEngineering ethicsBusinessMedical educationManagementEngineeringEngineering managementPedagogyPolitical sciencePsychologyHigher educationMarketingMedicine

Abstract

fetched live from OpenAlex

The rapidly evolving global business landscape demands that undergraduate business education, particularly within the International Business (IB) major, adapt to equip students with the necessary skills and knowledge for career success. This study aims to critically assess the current IB curriculum to identify gaps and propose enhancements that align educational outcomes with the competencies essential for thriving in a global marketplace. Utilizing a qualitative approach, this research draws on 26 in-depth interviews with students, alumni, and industry experts to explore the effectiveness of the curriculum in addressing key areas such as practical application, specialization in emerging business trends, and career readiness. The findings reveal significant gaps in the curriculum, including the need for earlier and more consistent integration of practical experiences, the development of specialized tracks in critical areas like digital transformation and sustainability, and the enhancement of career services tailored to global business careers. By engaging with a diverse range of stakeholders, this study emphasizes the importance of ongoing curriculum assessment and stakeholder involvement to ensure the IB program remains relevant and effective in a dynamic global environment. The research contributes to the broader discourse on curriculum development by providing actionable recommendations that ensure graduates are both theoretically informed and practically prepared to excel in their careers. These findings align with SDG 4 by enhancing the quality of education and with SDG 8 by preparing graduates with the skills needed for sustainable economic growth.

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)0.007
metaresearch head score (Gemma)0.030
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.007
Threshold uncertainty score0.039

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.030
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0030.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0030.001

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 head0.008
GPT teacher head0.278
Teacher spread0.270 · 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 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

Citations1
Published2025
Admission routes1
Has abstractyes

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