The Rise and Fall of the Aid Effectiveness Norm
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 This article analyzes the rise and fall of the aid effectiveness norm, using the lens of Finnemore and Sikkink’s norm ‘life cycle’. I argue that, although donors and recipients endorsed the founding principles, the norm was only feebly internalized: they were unwilling to overcome their reluctance—and important disincentives—to substantially change their practices on the ground. After the norm cascaded, the donor-led process sought to gain legitimacy and diffuse the norm more broadly by trying to bring in a wider range of actors through norm substitution. These changes failed to convince emerging donors to engage and caused the norm to decay to the point where it ceased to constitute a norm. This case highlights the importance of refining the life cycle model to take into account weak internalization and the potential existence of a second phase in which norms decline and potentially die.
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 | 0.010 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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