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Record W3198097776 · doi:10.32350/aar.11.03

Role of Educational Institutions in Influencing Entrepreneurial Intentions: A Scoping Review

2021· review· en· W3198097776 on OpenAlexaff
Osama Aziz, Samin Shaaban, Awais Aziz

Bibliographic record

VenueAudit and Accounting Review · 2021
Typereview
Languageen
FieldBusiness, Management and Accounting
TopicEntrepreneurship Studies and Influences
Canadian institutionsUniversity of TorontoSeneca PolytechnicToronto Metropolitan University
Fundersnot available
KeywordsTheory of planned behaviorEntrepreneurshipPerspective (graphical)Context (archaeology)Order (exchange)Field (mathematics)Affect (linguistics)Public relationsPersonalityBig Five personality traitsPsychologyMarketingKnowledge managementSociologyBusinessPolitical scienceSocial psychologyControl (management)ManagementEconomicsComputer science

Abstract

fetched live from OpenAlex

The study of entrepreneurial intention has been an emerging research agenda in the field of entrepreneurship since the 1990s. This field is appealing for researchers since it offers the opportunity to analyze entrepreneurial intention in the context of a different theoretical framework that can be used by developing and developed countries to improve their economies. The study has the purpose to conduct a scoping review of existing literature on entrepreneurial intentions. It aimed to spot research gaps in the existing literature without conducting an exhaustive review. One such gap was the inadequate use of existing theories to facilitate the development of entrepreneurial pedagogy. The other identified research gap was that no scholar has explained how external factors, such as education, financial support, and culture, affect entrepreneurial intentions and how these intentions can be explored from a theoretical perspective. Furthermore, scholars also failed to elaborate on which study materials should be used by educational institutions in order to improve enterprising expectations among students. Thus, it is recommended that future scholars should explore the above-mentioned research gaps so policymakers may use their findings to develop a mechanism that would facilitate the development of entrepreneurial intentions.Keywords: entrepreneurial event theory (EET), entrepreneurial intention, personality traits, educational institutions, theory of planned behaviour (TPB), scoping review

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.013
metaresearch head score (Gemma)0.054
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.018
Threshold uncertainty score0.071

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0130.054
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.004
Bibliometrics0.0180.019
Science and technology studies0.0010.001
Scholarly communication0.0040.003
Open science0.0010.002
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.047
GPT teacher head0.341
Teacher spread0.294 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

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

Citations6
Published2021
Admission routes1
Has abstractyes

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