Transformational leadership effects on teachers’ commitment and effort toward school reform
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 article examines the effects of transformational school leadership on the commitment of teachers to school reform, and the effort they are willing to devote to such reform. It does so by building on the knowledge from both educational and non‐educational research into such effects. A model of such effects is tested using two approximately comparable sets of data collected from samples of Canadian and Dutch teachers. Structural equation modeling is applied to test the model within each data set. Results of the Canadian and Dutch studies are then compared. The findings show transformational leadership dimensions to affect both teachers’ commitment and extra effort. The effects of the dimension's vision building and intellectual stimulation appear to be significant in particular. Overall, the findings clearly indicate the importance of analyzing dimensions of transformational leadership for their separate effects on teacher commitment and extra effort within the context of educational reform.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 it