The New Entrepreneurship in Higher Education: The Impact of Tuition Increases at an Ontario University
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
Recent increases in university tuition fees are part of a new entrepre- neurial trend in higher education in which institutions are expected to generate more of their own revenue. We examine the effects of this trend on access to universities for students of lower socioeconomic origins, and identify a series of cross cutting pressures. On the one hand, tuition fees pose an obvious financial barrier for these students, whom researchers have shown to be relatively cost-sensitive and debt-averse. On the other hand, the demand for university education among youth from all backgrounds remains buoyant, and student cultures may be increasingly resigned to accepting large debts to finance their schooling. We then examine empirical evidence from two surveys from the University of Guelph, along with some supplementary sources. We find that the representation of students from low socioeconomic backgrounds fell substantially during a decade of rising tuition costs. In discussing this finding, we link the phenomena of higher and de-regulated tuition to the new entrepreneurship, and argue that it has the potential to increasingly stratify Canadian 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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 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