Development Goals, commercial interest and EU Aid-for-Trade
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
The extent to which official development assistance (ODA) conforms to internationally agreed goals and principles of aid effectiveness may be influenced by donors’ national interests. Disentangling the extent to which national ODA is motivated by development goals vs. commercial self-interest is difficult. European Union (EU) member states provide external aid through EU-level institutions and independently through national aid programs. Theory suggests pooled EU-level aid facilitates satisfying development effectiveness principles while bilateral ODA is more likely to reflect national interests. We investigate this hypothesis for a subset of ODA, aid for trade (AfT), provided by donors to recipient countries between 2002 and 2018. We find a strong, statistically significant positive relationship between AfT provided by EU donors and their exports to recipient countries. In contrast, AfT provided by EU institutions and non-European states enhances merchandise imports from recipient countries.
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 | 0.001 |
| 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