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Record W818857091

Labour Market Training of New Canadians and Limitations to the Intersectionality Framework

2003· article· en· W818857091 on OpenAlexvenueaboutno aff
Derek Hum, Wayne Simpson

Bibliographic record

VenueCanadian ethnic studies · 2003
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsIntersectionalityImmigrationPolitical scienceEthnologySociologyHumanitiesWelfare economicsGender studiesEconomicsArt
DOInot available

Abstract

fetched live from OpenAlex

ABSTRACT/RESUME This essay considers the labour market integration of immigrants while distinguishing and assessing the importance of other identity markers including gender, visible minority status, and disability. Since much literature on the intersectionality of diversity markers is within a multiculturalism framework, we map the commonly mentioned diversity markers to mainstream economic research practices, pointing out limitations associated with the small case study as well as quantitative approaches. We sketch current economic understanding about labour market integration of Canadian immigrants and summarise recent research on their work-related training activities. We suggest an expanded framework to accommodate policy complications that result from Canada's federal-provincial division of powers. We conclude with remarks on the limitations as well as opportunities afforded by the intersectionality framework. L'essai traite l'integration des immigrants dans le marche du travail tout en reconnaissant et en evaluant l'importance des autres marqueurs de l'identite, incluant le sexe, l'appartenance a une minorite visible et l'incapacite. Puisque la litterature sur l'intersectionalite des marqueurs de la diversite se situe dans un cadre de multiculturalisme, nous traons les marqueurs de la diversite les plus souvent mentionnes dans un contexte des pratiques de recherche economique traditionnelles, en soulignant les limites associees a une petite etude de cas ainsi qu'aux approches quantitatives. Nous dressons un portrait de la comprehension de la situation economique actuelle relative a l'integration des immigrants dans le marche du travail au Canada et resumons la recherche recente portant sur leurs activites de formation professionnelle. Nous proposons un cadre elargi pour composer avec les complications d'ordre politique resultant de la division des pouvoirs entre l'administration federale et les provinces du Canada. Nous concluons avec des commentaires sur les limites ainsi que les possibilites decoulant du cadre d'intersectionalite. INTRODUCTION Canada enjoys an advanced economy with progressive social programs, and it takes pride in welcoming immigrants. It is also a society that extols its multicultural character, even as it contends with its image of an officially bilingual country of two founding peoples and the perennial tensions that exist between English and French, East and West, the have and have-nots, and Ottawa and the provinces. Canada, then, is nothing if not diverse, and for this reason, it faces a daunting challenge to forge social cohesion and to promote inclusion, both civic and economic. Lambertus (2002:4) neatly summarises the policy evolution: Multiculturalism grew out of objections to the dualistic view of Canada in the 1969 Report of the Royal Commission on Bilingualism and Biculturalism. The resultant 1971 multicultural policy acknowledged Canada's ethnic diversity by recognising equal status of all cultures, and by protecting individual rights. In the 1980s, the focus shifted to managing diversity through institutional multiculturalism to provide employment equity and deal with systemic discrimination. Multiculturalism was incorporated into the 1985 Canadian Charter of Human Rights and Freedoms, and the Multicultural Act [sic] was passed in 1988. For the past decade, multiculturalism remains committed to managing diversity through institutions, and more recently emphasizing citizenship participation of minority members, with an eye to enhancing society at large. Although Canadians are multicultural and diverse, some are more multi- or more diverse than others. All of us have a constellation of identities, including some socially constructed by others (Frideres, 2002:3). An individual's identity, it is argued, is defined by the social category to which one belongs. But some would add there are fundamental traits that determine the core identity of an individual; these may be the result of birth, history, or external factors and remain central in defining individual identity even under changing contexts. …

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.008
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.855
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.246
GPT teacher head0.401
Teacher spread0.155 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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".

Quick stats

Citations13
Published2003
Admission routes2
Has abstractyes

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