Principal preparation in Kenya, South Africa, and Canada
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
Purpose – The International Study of Principal Preparation (ISPP) informs principal preparation in relation to change in schools. The paper aims to discuss this issue. Design/methodology/approach – The three-stage ISPP study utilized a mixed-methodological approach. Data were gathered in Kenya, South Africa, and Alberta, Canada utilizing a survey instrument that contained items that focussed on: problematic leadership responsibilities, prior leadership development experiences, and perceived adequacy of leadership preparation experiences. Findings – Leadership preparation in Kenya and South Africa was relatively unstructured, compared to structured university-based leadership preparation in Alberta. The assumption in Kenya and South Africa was that classroom teaching was adequate preparation, while Alberta respondents perceived teaching and leadership as discrete knowledge sets. Content of preparation experiences in Kenya and South Africa was mainly about teaching and learning, while in Alberta it was more about instructional leadership. Kenyan principals felt prepared for the principalship. Alberta principals stated that they were ill prepared to deal with day-to-day responsibilities. Senior South African principals felt they were not prepared for school improvement while younger principals felt they were adequately prepared. Practical implications – Findings suggest that providers utilize cross-cultural partnerships that incorporate technology-mediated dialogue and action research. Cross-cultural learning should be considered co-learning. Preparation should include partnerships between western institutions and informal groups of principals in settings such as Kenya and South Africa. The study informs policymakers, researchers, and school leaders. Originality/value – The cross-cultural comparisons in this paper inform understandings of the principalship in relation to organizational change in schools.
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 | 0.000 |
| 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