Equity and Quality in an Education Public-Private Partnership: A study of the World Bank-supported PPP in Punjab, Pakistan
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
<html> <head> <title></title> </head> <body> Public-private partnerships (PPPs) in education are increasing in profile as countries grapple with serious challenges of educational access and quality—and as donors such as the World Bank turn to this approach as they advise countries on potential solutions to these barriers. Evidence is still limited on the impacts of this policy approach, however, and the academic literature that looks at equity and inclusion raises profound concerns. This study seeks to understand the impact of the PPP initiative in Punjab province, Pakistan, on key dimensions of equity, education quality, and democratic and social accountability. It was conducted over a period of two months, through field visits in a sample of 31 schools across five districts of the province (in both rural and urban/slum areas) and all four programs run by the Punjab Education Foundation (PEF). The study provides an in-depth view of how the sample schools are operating and are incentivized within the framework of the PEF programs, raising serious concerns about equity, quality, and accountability that need to be considered more broadly in the push to expand PPPs. </body> </html>
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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 | 0.011 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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