Gender, Race, and Immigration: Aging and Economic Security in Canada
Bibliographic record
Abstract
A growing share of the population in Canada comprised of aging immigrants lacks the financial resources for a secure retirement. Disproportionately visible minorities, many foreign-born seniors, have limited access to income security programs, private pensions, and savings. We examine the resulting racialization of poverty among aging immigrants in Canada with particular attention to the effects of visible minority and immigrant status and gender. Our analysis of 2006 Canadian census information confirms that many aging immigrants struggle to achieve economic security, which allows for a stable and adequate standard of living. Foreign-born seniors are more likely than Canadian-born seniors to have incomes that fall below the low-income cutoff, one measure of poverty. The percentages of Canadian-born and immigrant men and women from different ethnoracial backgrounds who have low incomes also differ substantially. Immigrant women, particularly those who are visible minorities, are the most impoverished. We advocate an intersectional approach to understanding and addressing poverty among seniors. For aging immigrants, the chances of being impoverished depend on gender and ethnoracial background as well as on place of birth. Une part croissante de la population canadienne composee d'immigrants vieillissants ne dispose pas des ressources financieres necessaires pour s'assurer une retraite sereine. Une part disproportionnee des minorites visibles, de nombreux aines nes a l'etranger, ont un acces limite aux programmes de securite du revenu, aux regimes de retraite prives et aux economies. Nous examinons ici la racialisation de la pauvrete qui en decoule parmi les immigrants vieillissants du Canada, avec une attention particuliere aux effets du genre et du statut de minorite visible ou d'immigrant. Notre analyse des renseignements issus du recensement canadien de 2006 confirme que de nombreux immigrants vieillissants doivent se battre pour obtenir la securite economique qui leur apporterait un niveau de vie stable et adequat. Les aines d'origine etrangere sont plus susceptibles que ceux d'origine canadienne d'avoir des revenus inferieurs au seuil de faible revenu, l'une des mesures de la pauvrete. Les pourcentages de Canadiens et de Canadiennes et d'immigrants hommes et femmes d'origines ethnoraciales differentes qui disposent de revenus faibles different aussi considerablement. Les immigrantes, et plus particulierement celles issues des minorites visibles, sont les plus pauvres. Nous defendons une approche croisee pour comprendre le probleme de la pauvrete parmi les aines et y remedier. Pour les immigrants vieillissants, le risque de pauvrete depend non seulement du sexe et de l'origine ethnoraciale, mais egalement du lieu de naissance.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.008 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 source (direct Gemma or distilled Codex), 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".