Market mechanisms' distortions of higher education: Punjabi international students in Canada
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
This study explores the experiences of Punjabi (i.e., from the Punjab region in India) international undergraduate students (hereafter PS) attending Canadian higher education through a case study of a teaching university in British Columbia. The primary focus is on unpacking how PS' experiences were underlined by labor mobility, immigration policies, and the marketization of international higher education. To recruit international students, many lower-tier Canadian universities apply a business model that relies heavily on agents. The outcome is that educational considerations are not central to admission and retention processes. The findings critique the Canadian education-migration model by identifying the complicity of Canadian higher education in lower-skill immigration and the negative educational and professional outcomes for PS that result from this complicity. The study highlights PS' voices and experiences that can go overlooked in the context of market-driven higher education.
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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 | 0.000 |
| 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) | 0.033 | 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