Working More and Making Less: Post-Retirement Aged Immigrant Women Care Workers in Canada
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
Care work is typically undervalued and precarious. However, little is currently known about the financial outcomes of immigrant women care workers as they reach post-retirement age, or their access to effective social policy supports. Using Canada as a case example, this study analyzes the Longitudinal Immigration Database to compare the income trajectories of women aged 65–95 who entered the country via the Care Worker immigration entry class to immigrant women from two other immigration streams (one focused on higher skill economic contributions, the other on family reunification). Estimating a series of growth curve models (n = 28,775), results reveal that between 2007–2017, despite engaging in paid employment longer, Care Worker women were less able to make contributions to a private pension plan prior to retirement and more likely to depend on public pension benefits after reaching retirement age, relative to other immigrant women. Additionally, Care Worker women had lower predicted total income and experienced downward mobility during the post-retirement period. Together, the findings reinforce the importance of considering the financial circumstances of immigrant care workers as they age and highlight a need for renewed government investment in social supports to reduce inequalities tied to the gendered and racialized devaluation of low-wage caring occupations.
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| 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 it