Vocational education qualifications’ roles in pathways to work in liberal market economies
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 links between vocational qualifications and occupational destinations are weak in many Anglophone countries, even though the explicit purpose of vocational qualifications is to prepare individuals for occupations. Using Australia and Canada as case studies, this is explained at three levels of analysis: at the national level by systems of skill formation and student transition; at the meso level by skill ecosystems; and by whether qualifications are used as a signal in regulated occupations or as a screen in unregulated occupations. The paper outlines three roles for qualifications in providing pathways to enter and progress in work, transition to higher level studies, and support social mobility. The paper concludes that improving links between postsecondary qualifications and occupations depends more on the structure of the labour market than on the nature of qualifications: it is mainly an issue of the demand for qualifications rather than their supply.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it