The Nigerian "One Percent" and the Management of National Oil Wealth through Nigerian Content
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
Five decades of oil production in Nigeria have failed to produce meaningful economic or social development. Instead, the country has become a laboratory for economists proposing policy solutions to the "resource curse." To increase the benefit accruing to the nation from its resource wealth, Nigeria has adopted "local content" policies, seeking to domicile in Nigeria oil-related economic activity previously located abroad. The stated aim of the Nigerian Content Act (2010) is to promote the utilization of Nigerian human and material resources and services. With passage of the NCA, Nigeria has reached a crucial juncture. "Nigerian content" policies have the potential to succeed where previous policies have failed to translate resource wealth into economic and social development. However, a close reading of the genesis of these policies in light of current unrest in Nigeria suggests that Nigerian content is also a project to direct increased benefit to the domestic elite from the country's petroleum wealth.
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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 | 0.002 | 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 | 0.001 |
| 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