Parental Beliefs about Returns to Different Types of Investments in School Children
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Bibliographic record
Abstract
Parental investments as well as school quality are important determinants of children's later-life outcomes. In this paper, we shed light on what determines parental investments and study how parents perceive the returns to parental time investments, material investments and school quality, as well as the complementarity/substitutability between the different inputs. Using a representative sample of 1,962 parents in England, we document that parents perceive the returns to 3 hours of weekly parental time investments or 30 of weekly material investments to matter more than moving a child to a better school. Parents perceive the returns to time and material investments to be diminishing and perceive material investments as more productive if children attend higher quality schools. Perceived returns do not differ with the child's initial human capital or gender and, surprisingly, we find no differences in perceived returns by the parents' socioeconomic background. Consistent with parental beliefs playing an important role in parental investment decisions, perceived returns are found to be highly correlated with actual investment decisions.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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