International Student Mobility to Canada and New Zealand: “Edugration” or “Transience”?
Bibliographic record
Abstract
Policymakers in some key Western international education hubs assume that international student mobility (ISM) is based on aspirations for permanent migration, particularly if those students come from the Global South. The concept of ‘edugration’ - an amalgam of education and immigration – has become influential in both policy and research. This paper examines student motivations for ISM in Canada and New Zealand using a mixed methods approach of online surveys and focus group interviews, collecting data from 396 international student participants (Canada: n=244; New Zealand: n=152). The results show a nuanced picture, highlighting that many students view international study as a transient experience rather than one that facilitates permanent migration. The paper also discusses the extent to which a desire to attract potential migrants is reflected in policies related to ISM in the two countries, and the potential implications of the findings for these policies.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
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 teacher head, 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".