The Relative Role of Parental Income and Parental Education in Child Educational Achievement and Socioeconomic Status Attainment: A Decomposition Approach
Bibliographic record
Abstract
In this paper, we provide evidence on the relative importance of two family background variables for the educational attainment and income level achieved by Canadians: parental education and parental income. We find that parental education is more strongly related to a child’s educational attainment than parental income, although parental income also plays a significant role both statistically and substantively. These findings call into question less nuanced interpretations of some existing studies, which often appear to discount the role of parental income and financial obstacles to postsecondary education participation. At the same time, this study is consistent with existing evidence of the independent role of parental education in child educational attainment, hinting at important non-financial obstacles to educational attainment. Our insights are based on observational data and provide relevant insights for further causal research as well as discussions of new policy interventions.
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How this classification was reachedexpand
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 | 0.000 | 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 | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".