First-year Students’ Perceptions of Extended National Diploma Programmes: the Case of a Comprehensive South African University (2012)
Bibliographic record
Abstract
This study compared how the cohort of extended diploma students enrolled at a comprehensive South African university in 2012 perceived the programmes for which they were enrolled at the beginning of their first year and towards the end of the year. Data were gathered using questionnaires and semi-structured interviews involving students enrolled for extended national diplomas in Human Resource Management, Management, Entrepreneurship, Logistics, Management Services, Transportation Management and Public Relations. The study established that while the students had negative perceptions of several aspects of the extended national diploma programmes, they had become positive about most of these towards the end of the year. The paper recommends strengthening of teaching and learning support to the extended programmes at the comprehensive university in order to positively influence students’ perceptions of the programmes for achievement of the ultimate goal of improving students’ retention and success rates.
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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 | 0.000 |
| 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 | 0.001 |
| Open science | 0.001 | 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 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".