Canada’s high rate of short-cycle tertiary education attainment: a reflection of the role of its community colleges in vocational education and training
Bibliographic record
Abstract
Canada ranks first by a substantial margin among OECD member countries in the proportion of the adult population whose highest level of educational attainment is the completion of a programme of short-cycle tertiary education. Short-cycle tertiary education (SCTE) refers to the types of programmes typically offered by community colleges and similar educational institutions, of at least two years duration, and predominantly vocationally oriented. This article argues that Canada’s outlier status in SCTE attainment is largely due to its heavy reliance on community colleges rather than secondary schools, industry-based VET, or universities of applied sciences for workforce preparation. The article provides some data on the relative extent of use of these different vehicles for workplace preparation in Canada and some other countries, and it explores some of the implications of Canada’s reliance on community colleges for vocational education and training. Although the focus the article is on Canada, it raises general questions about international differences in workforce preparation strategies.
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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 | 0.001 | 0.001 |
| 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) | 0.000 | 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".