IS THERE A CONFLICT BETWEEN COMMERCIAL GAIN AND CONCERN FOR THE POOR? EVIDENCE FROM PRIVATE SCHOOLS FOR THE POOR IN INDIA AND NIGERIA
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
In many developing countries, private unaided schools are serving the poor in large numbers. Some commentators view their presence as undesirable ‐ in particular assuming that there is a conflict between‘commercial gain’ and ‘concern for the poor’. We show one way in which there is no conflict ‐ the private unaided schools offer free or concessionary places to the poorest of the poor. Using data from a random sample of schools in Hyderabad, India, and a smaller sample in Makoko, Nigeria, we show that such places range from 10–20% of all places offered.
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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 | 0.001 | 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 | 0.000 |
| 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