Business Associations and Economic Development: Why Some Associations Contribute More Than Others
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
Most current theoretical treatments view business associations as rent-seeking, special interest groups. Yet, empirical research in a wide range of developing countries reveals a broad range of functions and activities undertaken by business associations, many of which promote efficiency. These positive functions address crucial development issues (emphasized in the New Institutional Economics) such as strengthening property rights, facilitating vertical and horizontal coordination, reducing information costs, and upgrading worker training. The associations that engage in these developmental activities tend to be well organized and staffed. This institutional strength depends in turn on high member density, valuable selective benefits (often delegated by governments), and effective internal mediation of member interests. In addition external factors, especially competitive markets and government pressure, encourage associations to use their institutional strength for productive ends.
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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 | 0.000 | 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 | 0.001 |
| 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