A quarter of a century of CBT: The vicissitudes of an idea
Bibliographic record
Abstract
In 1983, a competency-based vocational education (CBVE) program began in Croydon Park College of TAFE, South Australia. This was six years before the Australian State Ministers of Vocational Education and Training decreed competency-based training (CBT) to be the national training imperative. Two reports were produced in 1985 and 1987, based on evaluations over a three-year period. 25 years on, the two authors have tracked down and interviewed some of the original staff in the program. This paper traces the vicissitudes of an idea – CBT – as it was conceived in 1982, implemented from 1983, evaluated over a three-year period and as it became transformed over the next generation. What were the features of CBVE then? How did these features alter over time? What contextual factors may account for shifts over this period? To respond to these questions, the paper uses data from 1983–85 and interview data from 2008.
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.
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 | 0.005 | 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 | 0.001 | 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".