International Students as Lucrative Markets or Vulnerable Populations: A Critical Discourse Analysis of National and Institutional Events in Four Nations
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The migration of post-secondary students is an increasingly debated phenomenon as the number of students living outside of their home country has risen to more than three million in the past decade. Governments, regions and institutions have developed new structures and strategies to facilitate and benefit from this worldwide student movement. This research article uses Fairclough’s (1993) notion of critical discourse analysis to explore the relationship between two distinct discourses on foreign students: national-level economic competitiveness and institutional-level student success. A comparative approach examines these discursive events in the four leading, Anglophone destination countries: Australia, Britain, Canada and the United States. The findings suggest that foreign students are objectified as tradable units in the market-driven discourse of economic development with student support literature providing a buffer that limits the critique of the economic discourse. At the same time, potential exists for current events to highlight the tension surrounding the two discourses and provide new opportunities for dialogue.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it