Educational Attainment and the Gender Gap in Childcare in Canada: A Decomposition Analysis
Bibliographic record
Abstract
Using the 2010 General Social Survey in Time Use (Canadian Time Diary data set, N = 1782), we explore the relationship between the education level of couples and the time they spend on childcare. We find that fathers and mothers with higher levels of educational attainment spend more time parenting children. However, the education childcare gradient is stronger for mothers than fathers. Consequently, the gender gap in childcare is much greater for couples with more educational attainment. The Blinder–Oaxaca decomposition results of these gender gaps by education level suggest very little can be attributed to how mothers and fathers at different levels of education differ on demographic and workplace characteristics. We argue that the differences in parenting time accompanying socio-economic status are more likely attributed to differences in parenting values. JEL Classifications: I24, J13, J16, C10
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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 | 0.007 | 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".