Economic Mobility, Family Background, and the Well-Being of Children in the United States and Canada
Bibliographic record
Abstract
This comparative study of the relationship between family economic background and adult outcomes in the United States and Canada addresses three questions. First, is there something to explain? We suggest that the existing literature finds that there are significant differences in the degree of intergenerational economic mobility between these two countries, relative mobility being lower in the United States. This is the result of lower mobility at the very top and the very bottom of the earnings distribution. Second, does this reflect different underlying values of the citizens in these countries? Findings from comparable public opinion polls suggest that this is not the case. The citizens of both countries have a similar understanding of a successful life, one that is rooted in individual aspirations and freedom. They also have similar views on how these goals should be attained, but with one important exception: Americans differ in that they are more likely to see the State hindering rather than helping the attainment of these goals. Finally, how do the investments these countries make in the future of their children through the family, the labour market, and public policy actually differ? Using a number of representative household surveys we find that the configuration of all three sources of investment and support for children differs significantly, disadvantaged American children living in much more challenging circumstances, and the role of public policy not as strong in determining outcomes.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.005 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".