Does Conceptual Decision-Making Style Make School Principal An Efficient Reforms Promoter
Bibliographic record
Abstract
The paper attempts to contribute to the ongoing debate on the impact of executive’s behavioral pattern on the speed and effectiveness of the organizational transformation. Authors consider the large-scale reform of school education system launched in the Russian Federation and look at the principals’ decision-making behavioral patterns. The use of A.Rowe’s Decision Style Inventory (DSI) gives the opportunity to get fast results for a large and representative set of principles and compare these to that of similar study undertaken earlier in Canada. In spite of the fact that the two nations exhibit substantially different cultural characteristics some important conclusions about the principals’ behavior and its potential influence do coincide, which makes authors think that these have to do not with the national culture, but rather with some generic features of the school as an organization. Practical implication of the research is seen in providing assessment of the cadre of principals as agents of change at the current stage of reforms of the Russian educational system
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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 | 0.009 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| 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".