Competency-Based Versus Traditional Cohort-Based Technical Education: A Comparison of Students' Perceptions
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
As part of a participant-observation study investigating technical education in Canada, students enrolled in pre-apprenticeship refrigeration mechanics courses at the community college level were interviewed. The responses of students enrolled in a 1-year, competency-based program were compared with the responses of students enrolled in a 36-week, traditionally-delivered, cohort-based program. The results suggest that the different curricula lead to different student experiences of the content. Most notable was a distinctly perceived split between the "theory" and the "practical" aspects of refrigeration mechanics by students in the traditional cohort-based program, whereas students in the competency-based program did not seem to perceive theory and practice as 2 distinct entities. Additionally, although students in both samples described histories of language and literacy difficulties, the competency-based program participants seemed less adversely affected by these weaknesses. However, students in both types of programs viewed patience and supportiveness as crucial aspects of good teachers.
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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 | 0.000 |
| 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) | 0.001 | 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