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Record W7162134523 · doi:10.82308/3647

Exploring the labour market integration of skilled Black African immigrants in Montreal

2025· dissertation· en· W7162134523 on OpenAlexaboutno aff
Jilefack Amin Ngami Kounda

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldSocial Sciences
TopicMigration, Identity, and Health
Canadian institutionsnot available
Fundersnot available
KeywordsRacismImmigrationAgency (philosophy)Government (linguistics)Settlement (finance)Employment discriminationFace (sociological concept)IntersectionalityPsychological resilience

Abstract

fetched live from OpenAlex

This dissertation explores the perspectives and experiences of Black African immigrants who migrated to Montreal under the Quebec Skilled Worker Program. This research is a multiple case study that explores the challenges skilled Black Africans face when trying to access their pre-migration professions or skilled employment that reflects their qualifications while in Quebec. Semi-structured, in-depth interviews were conducted with 35 participants. They were grouped into three labour market-engagement integration trajectories. This dissertation employs theoretical perspectives and conceptualizations rooted in anti-Blackness and the Black Radical Tradition to examine and analyze how anti-Black racism impacts the labour market integration of Black African immigrants, particularly in accessing skilled employment that reflects their credentials. Participants were constructed as intellectually inferior and faced other discriminatory practices that excluded them from skilled employment reflecting their credentials, such as the Quebec experience employer requirement and accent discrimination. Findings highlight (a) participants’ resilience and agency and their strategies to integrate into the labour market: (b) participants experiences’ of anti-Black racism throughout their trajectories, including when trying to access their pre-migration professions or skilled employment and while participating in the labour market; (c) how employers and settlement agencies channelled participants into unskilled labour; and (d) and how participants’ employment challenges are tied to systemic anti-Black racism in the Quebec labour market. This study contributes to provincial policy recommendations by offering recommendations for ways the Quebec government could address anti-Black racism and other systemic barriers to employment that people of African descent experience, which, in turn, would sensitize employers and encourage them to employ African immigrants for jobs reflecting their qualifications. This study emphasizes that integration is reciprocal; federal and provincial programs are developed not just to integrate immigrants but also for Quebecers to accept Black African immigrants and people of African descent into Quebecois society

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.715
Threshold uncertainty score0.487

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.042
GPT teacher head0.327
Teacher spread0.285 · 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 designQualitative
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

Citations0
Published2025
Admission routes1
Has abstractyes

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