A Multilateral Model for Decolonising African Educational Leadership: Addressing Conceptual Problems and Integrating the Past-Present Continuum across the Local-Global Axis
Why this work is in the frame
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Bibliographic record
Abstract
In studies on educational leadership across African countries, researchers are using different concepts that do not have the same meanings or similar histories, including variations in involvement by local, national, and international leaders. In the first part of this article, we problematize conceptualizing globally minded school leadership in Africa and attempt to understand the way local and global actors apply these concepts to and from within African contexts. In the second part, we present research working at the intersection of the NGO-Postcolonial border working with educational leaders in Madagascar. The findings show that early childhood education makes a difference on school readiness and that quality matters. In the third part, we propose a multilateral model for decolonising educational leadership in Africa by working on the past-present continuum and holding the tension between "border-specific" and "cross-border" perspectives.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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