Polish immigrants and their children in Canada and Sweden, employment status and income patterns
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Using a combination of logit, and OLS regressions we ask if the labour force outcomes for Polish immigrants differ across two immigration policy regimes (Canada and Sweden). Specifically, we compare the employment and earnings prospects of Polish immigrants and their children in Canada and Sweden using data that is similar in quality and timing. We find that in general, Polish immigrants, while facing substantial penalties compared to native-born workers fare better in Canada than in Sweden in terms of employment and income. As expected, second generation Poles fare much better than their immigrant counterparts in terms of employment and earnings differentials and have similar outcomes to the native-born majority in both countries. Membership in the EU fundamentally changed migration flows from Poland. In light of this we also look at how post-2004 Polish migrants have fared in both Canada and Sweden.
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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 | 0.000 | 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 it