The Importance of De Facto Decentralization in Primary Education in Sub-Saharan Africa PTAs and Local Accountability in Uganda
Bibliographic record
Abstract
In the past two decades, cash-strapped countries in Sub-Saharan Africa have been unable to provide even rudimentary primary education systems. User fees for primary education have become common, as has the intervention of parent-teacher associations (PTAs), which requires further fees. A look at the relationship between PTAs and local government in Jinja, Uganda, demonstrates that the de facto decentralization of the provision of primary education to PTAs provides an opportunity for building political accountability; when parents bring resources to the table, governments must share resources and responsibility and relationships of accountability emerge. These relationships are threatened by the new universal primary education (UPE) policy for which Uganda has few resources and little accountability. Current UNESCO initiatives for establishing UPE in Sub-Saharan Africa call for participation and accountability but may ignore the potential for accountability and improvement through partnerships between governments and PTAs.
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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 | 0.003 | 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 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".