Export of Education from New Zealand to Bangladesh:Issues and Opportunities
Bibliographic record
Abstract
The internationalisation of education is the key to the globalisation of knowledge for the development of human societies that incorporate equal opportunities. The gap between the developed and developing societies in terms of knowledge and technological know-how can be minimised by opening up education at every level by the advanced societies for the not-so-advanced nations. This paper identifies the opportunities created by the internationalisation of New Zealand education and raises relevant issues for further development for countries like Bangladesh, a poor country. The paper concludes that Bangladesh, having traditional aspirations towards educational excellence and yet is unable to provide adequate facilities due to resource constraint will benefit from destinations such as New Zealand for world class education. Key words: International education; Export; Opportunities; New Zealand; Bangladesh Resume: L'internationalisation de l'education est la cle de la mondialisation des connaissances pour le developpement des societes humaines qui integrent l'egalite des chances. L'ecart entre des pays developpes et des societes en voie de developpement en termes de connaissances et de savoir-faire technologique peut etre minimise en offrant l'education a tous les niveaux par les societes avancees pour les societes moins avancees. Cet article identifie les opportunites creees par l'internationalisation de l'education de la Nouvelle-Zelande et souleve des questions pertinentes pour le developpement ulterieur pour des pays comme le Bangladesh, un pays pauvre. L’article conclut que le Bangladesh, ayant des aspirations traditionnelles envers une bonne education et n’etant pas capable de fournir des installations adequates en raison de contraintes liees aux ressources, beneficiera des pays de destination comme la Nouvelle-Zelande, pour avoir une education de classe mondiale. Mots-Cles: education internationale; exportation; opportunites; Nouvelle-Z elande; Bangladesh
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.026 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".