Organizational Culture: A Case Study Measuring the Importance and Presence of Organization Values at a Higher Education Organization in Saudi Arabia
Bibliographic record
Abstract
This paper presents the findings of a study that was conducted to investigate the levels of organizational culture values that are present in students and instructors in a higher education organization in Saudi Arabia. A Survey was prepared and conducted to obtain primary data from students and instructors perception of thirty two basic and common values that are relevant to the study of organizational culture. The study findings gives valuable insights into how students and instructors see the importance and presence of organizational values and beliefs in the organization. Moreover, the enthusiasm of instructors and students gave a clear indication of how significantly important the surveys were to them. Higher education organizations may look at this paper’s findings and may choose to apply its methodology to their organization and utilize its outcomes to better understand and then improve their organizational culture. Finally, this study provide a thorough investigation of a higher education organization culture by ranking the thirty two common values and measures their presence in the students and instructors community. The study will hopefully open an area of interest that could provide considerable insight for researchers interested in this topic.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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 source (direct Gemma or distilled Codex), 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".