The Degree of Graduates Suitability of the Faculty and Institutes of the Public Authority for Applied Education and Training for the Requirements of Labor Market in Kuwait from Employers Perspectives
Bibliographic record
Abstract
The current study aimed at determining the suitability level for the faculties and institutes graduates of the Public Authority for Applied Education and Training and the requirements of the labor market in the State of Kuwait from the employers’ perspective in the public and private sectors. The study sample consisted of (2018) employers. A questionnaire was used after verifying its validity and stability. It was applied to an exploratory sample from the study population which are not included in the basic study sample. The results of the study showed that the suitability level of graduates of the Faculties and Institutes of the Public Authority for Applied Education and Training and the requirements of the labor market in the country Kuwait was moderate. The findings also revealed that there are statistically significant differences between the arithmetic means of the suitability level for graduates of faculty and institutes of the Public Authority for Applied Education and Training in favour of female employers, and differences were found according to the employer’s graduation organization in favour of the Authority’s graduates. Besides, the differences were found in both work sector in favor of the public work sector.
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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".