Between Two Worlds: Source‐Country Gender Roles and Gender Differences in Educational Attainment among Immigrant Children
Why this work is in the frame
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Bibliographic record
Abstract
Recent scholarship has focused on the relationship between source‐country characteristics such as female labor force participation, fertility, level of economic development, gender role attitudes, and immigrants’ labor market assimilation. These studies refer to national‐level factors when accounting for the vast differences in home‐country groups in labor market outcomes. This study asks to what extent these source‐country characteristics affect immigrant children's educational outcomes. Using data from the 2006 Canadian Census and World Values Survey, this article examines the extent to which the gender gap in educational attainment among immigrant children is associated with source‐country factors. Female child immigrants who come from countries with high female labor force participation and high levels of GDP have an advantage over their male counterparts in university education. Source‐country gender role ideology played a role in university completion rates for immigrant parents, but not for child immigrants.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| 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