Educational Decentralization Efforts in a Centralized Country: Saudi Tatweer Principal Perceptions of New Authorities Granted
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
This study captured the perspectives of school principals in Saudi Arabia regarding the new authorizes granted to them as part of their country’s education decentralization efforts. Specifically, this study explored these principals’ perceived ability to implement the new authorities, levels of support, effectiveness, and additional desired authorities. This study provided an opportunity to analyze the early efforts of a country with a very centralized educational system to implement more significant decentralization efforts.A total of 173 Tatweer school principals completed an online survey, and findings suggest these Saudi principals perceived limited ability, low to moderate support in implementing the new authorities, and only slight agreement that the authorities were likely to achieve desired outcomes. Multiple regression analysis revealed that beliefs on the effectiveness of the authorities at achieving MOE outcomes were predicted by perceived ability to implement administrative authorities, perceived support to implement technical authorities, and years of experience.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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