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Record W4318499661 · doi:10.3390/jrfm16020083

Thematic Review of Motivational Factors, Types of Uncertainty, and Entrepreneurship Strategies of Transitional Entrepreneurship among Ethnic Minorities, Immigrants, and Women Entrepreneurs

2023· article· en· W4318499661 on OpenAlexvenueno aff
Lukman Raimi, Mirela Panait, Iza Gigauri, Simona Andreea Apostu

Bibliographic record

VenueJournal of risk and financial management · 2023
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEntrepreneurship Studies and Influences
Canadian institutionsnot available
Fundersnot available
KeywordsEntrepreneurshipImmigrationEthnic groupLeverage (statistics)SociologyEconomic geographyPolitical scienceEconomicsComputer science

Abstract

fetched live from OpenAlex

The current study examines the motivational factors, types of uncertainty, and entrepreneurship strategies of transitional entrepreneurship among ethnic minorities, immigrants, and women entrepreneurs, drawing insights from an extensive literature review. To understand the dynamics of transitional entrepreneurship, a thematic review, a qualitative research tool, was used to analyze the research problem and provide answers to the research questions. Three insightful findings emerged from the thematic review. First, six broad themes emerged as catalysts for transitional entrepreneurship among the three focused entrepreneurs, namely, the institutional environment, push factors, pull factors, ethnic resource dependence, cultural inheritance, and gender identity issues. Specific elements of each of the six themes are explicated. Moreover, two levels of uncertainty (Levels 1 and 2) confront transitional entrepreneurs depending on countries and institutional contexts. Level 1 uncertainty presents a clear future with likelihoods, possibilities, and probabilities of success, while Level 2 uncertainty presents several alternate paths and trajectories with a blurred possibility of success for these entrepreneurs. Finally, transitional entrepreneurs leverage optioned and adaptive entrepreneurship strategies in different ways to cope with the two types of uncertainty in their host countries. Given the prospects of TE, the paper provides implications on how to remove the institutional barriers facing transitional entrepreneurs for more balanced socioeconomic inclusion in host countries. It further explicates a need to leverage the motivational factors and entrepreneurship strategies for economic development. By providing a theoretical-based framework of motivations, types of uncertainty, and entrepreneurship strategies, the paper bridges the gaps in the literature and contributes to a better way of understanding TE among ethnic minorities, immigrants, and women entrepreneurs in the period of transition.

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.053
Threshold uncertainty score0.697

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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)0.0000.000

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 head0.018
GPT teacher head0.231
Teacher spread0.213 · 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 designObservational
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

Citations47
Published2023
Admission routes1
Has abstractyes

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