Educational mobility in Canada, 1969–2016: Evidence from the longitudinal and international study of adults
Bibliographic record
Abstract
That young Canadians are obtaining more education than previous generations might suggest that the relationship between parents' education and that of their children has weakened. However, accounts of intergenerational educational mobility in Canada published in the past two decades are scant. Drawing on the Longitudinal and International Study of Adults, this paper examines trends in intergenerational educational mobility from 1969 to 2016. Adopting an educational transition approach, I find no change in the relative relationship between parents' and children's education over time despite the structural expansion of education. The results of a Blinder-Oaxaca decomposition suggest the upgrading of parents' education across cohorts partially explains this stability. The analyses further reveal a bifurcation in Canada's post-secondary system whereby higher parental education provides and advantage to youth for university degree completion while those whose parents have less education make their way to other post-secondary institutions.
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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 | 0.003 | 0.004 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".