Acquisition of permanent residence by temporary foreign workers in Canada: a panel study of labour market outcomes before and after the status transition
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 unique administrative dataset, this study investigates the employment and earnings trajectories of temporary foreign workers (TFWs) during the years surrounding their acquisition of permanent residence in Canada. If the labour market assimilation of TFWs follows a smooth trajectory in the absence of acquisition of permanent residence, any kinks that occur in employment rates and earnings in or after the year when TFWs become permanent residents might plausibly result from the transition to permanent residence. The main finding of the study is that the labour market outcomes of different groups of TFWs in Canada follow different temporal patterns depending on the TFWs’ skill level and work permit type. Gains in labour market outcomes resulting from the acquisition of permanent residence appear to be greater for holders of an open work permit and for live-in caregivers than for highly skilled TFWs.
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.
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 | 0.000 | 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