MétaCan
Menu
Back to cohort
Record W7154665431

A Systematic Literature Review of the Experiences of Skilled South Asian Migrant Women Employees

2025· dissertation· en· W7154665431 on OpenAlexaboutno aff
Maha Khan

Bibliographic record

VenueTuwhera (Auckland University of Technology) · 2025
Typedissertation
Languageen
FieldSocial Sciences
TopicMigration and Labor Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsWorkforceSouth asiaEthnic groupInclusion (mineral)IntersectionalityFace (sociological concept)Systematic review
DOInot available

Abstract

fetched live from OpenAlex

This systematic literature review explores the employment experiences of skilled South Asian migrant women in host countries, including the United Kingdom, Canada, Australia, New Zealand, and the United States. The study aims to address two central research questions: (1) What barriers do skilled South Asian migrant women face in seeking suitable employment after migration? and (2) How do skilled South Asian migrant women navigate and overcome these work barriers? Using a structured search strategy guided by the keywords 'skilled,' 'South Asian,' 'migrant women,' 'job,' and 'seek,' relevant peer-reviewed articles published in English between 2010 and 2025 were systematically identified across major academic databases. Following PRISMA guidelines, a total of 47 peer-reviewed articles were selected for inclusion in this review. Studies were included if they focused on primary research related to the employment experiences of skilled migrants from South Asian countries, specifically: Afghanistan, Bangladesh, Bhutan, India, Iran, the Maldives, Nepal, Pakistan, and Sri Lanka. Excluded were grey literature and non-employment-related studies. The synthesis reveals multiple, intersecting barriers, including the devaluation of foreign credentials, limited recognition of prior experience, gendered discrimination, and structural barriers within host-country labour markets. Cultural expectations and family responsibilities further constrain employment participation and advancement. Despite these challenges, skilled South Asian migrant women employ a range of adaptive strategies such as reskilling, professional networking, volunteering, and leveraging ethnic and community connections to re-enter the workforce or attain professional recognition. The review highlights the complexity of their integration journeys, emphasising the intersection of gender, ethnicity, and migration in shaping personal and labour market outcomes. The findings contribute to a deeper understanding of global talent mobility, offering insights for policymakers, employers, and professional bodies to develop more inclusive credential recognition systems, culturally responsive employment support, and equitable workplace practices. By identifying both barriers and navigation strategies, this review provides a foundation for future empirical research and practical interventions aimed at improving employment equity for skilled migrant women from South Asia.

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)0.000
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.081
Threshold uncertainty score0.469

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.004
GPT teacher head0.225
Teacher spread0.221 · 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

Explore more

Same venueTuwhera (Auckland University of Technology)Same topicMigration and Labor DynamicsFrench-language works237,207