Management standards and development practice in the South African aid chain
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
Abstract The article addresses how South African non‐governmental organisations (NGOs) approach the management of their development activities and the influences upon their approaches. Based on interviews, field visits and programme documents from 40 organisations working in South Africa, the article explores the extent to which NGO programme priorities and adopted management practices arise out of donor conditions, succeed in their stated aims and generate other unintended consequences. Four aspects of contemporary NGO management dynamics are explored: logical frameworks, participatory processes, impact enhancement and financial probity. While donor requirements in these four areas generally impose heavy costs on South African NGOs and poorly achieve their stated aims, the research documents cases, in which local managers were able to work effectively and learn within these constraints, found ways around the more intrusive requirements, or challenged donors to change their policies to permit more equitable donor‐recipient relationships and better development practice. However, an unintended impact of tighter funding requirements is an observable differentiation within the South African NGO sector, with smaller community‐based organisations excluded as larger professional organisations establish more enduring links with international development organisations. Copyright © 2003 John Wiley & Sons, Ltd.
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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 | 0.004 | 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 | 0.001 | 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