Development Goals, commercial interest and EU Aid-for-Trade
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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.011 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".