Performance Measures and Parental Satisfaction With New York City Schools
Why this work is in the frame
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Bibliographic record
Abstract
The public administration literature has consistently questioned the validity of satisfaction surveys as a measure of government performance, particularly in comparison with more objective official measures. The authors examine this objective-subjective debate using unique data from a large survey distributed to nearly 1 million parents of children in the New York City public schools along with officially reported measures of school performance for about 900 schools. Their results suggest that the official measures of school performance are significant and important predictors of aggregate parental satisfaction, even after controlling for school and student characteristics. They conclude that public school parents form their satisfaction judgment in ways that correspond fairly closely with officially measured school performance. The results can also be interpreted as suggesting that the official performance measures reflect, at least in part, aspects of public schooling that matter to parents.
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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 | 0.001 |
| Science and technology studies | 0.000 | 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