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Record W4416144480 · doi:10.55482/jcim.2025.34718

Skilled Migrants’ Well-Being Crises and Entrepreneurial Entry: A Conceptual Framework

2025· article· en· W4416144480 on OpenAlexvenueno aff
Devendra Kumaria, Rajeev Kamineni, Wendy Lindsay

Bibliographic record

VenueJournal of Comparative International Management · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicMigration, Ethnicity, and Economy
Canadian institutionsnot available
Fundersnot available
KeywordsEntrepreneurshipConceptual frameworkEconomic shortageDispositionConceptual modelEthnic groupAntecedent (behavioral psychology)

Abstract

fetched live from OpenAlex

Western societies address skill shortages via skilled migration programs, primarily utilized by ethnic minorities.Many first-generation skilled professional migrants (FGSPM), lacking prior entrepreneurial experience,choose entrepreneurship over employment in the host country. Understanding the psychological reasonsunderpinning this choice necessitates scholarly focus. Through an interdisciplinary literature review, we theorizea conceptual framework wherein the post-migration experiences of FGSPM engender a eudaimonic identity(EI) and eudaimonic well-being (EWB) crisis, which serves as the antecedent for entrepreneurial entry.This entry decision is enabled by the disposition of FGSPM and involves leveraging their unique human capital.Thus, entrepreneurship supports in resolving the FGSPM’s EI and EWB crisis. This framework contributesto migrant entrepreneurship literature by highlighting the EI and EWB crisis as the precursor to entrepreneurialentry, preceding disposition, and guiding future empirical research.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.778
Threshold uncertainty score0.648

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.023
GPT teacher head0.343
Teacher spread0.320 · 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 designTheoretical or conceptual
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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