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Record W4412183322 · doi:10.33423/jmpp.v26i2.7710

Entrepreneurial Motives, Success Factors and Barriers Among SMEs in Mexico

2025· article· en· W4412183322 on OpenAlexaff
Yves Robichaud, Jean‐Charles Cachon

Bibliographic record

VenueJournal of Management Policy and Practice · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicBusiness, Innovation, and Economy
Canadian institutionsLaurentian University
Fundersnot available
KeywordsBusiness

Abstract

fetched live from OpenAlex

SMEs are an important part of Mexico’s economy in terms of job creation and GDP. It is therefore essential to better understand how SMEs are created and developed in order to build a stronger economy. This study aimed to determine the motivations of Mexican entrepreneurs, the success factors they value and the obstacles they face. To achieve this, this research identified and analyzed the entrepreneurial motives, success factors and obstacles experienced by a sample of 278 entrepreneurs in urban Mexico. The results show that entrepreneurs in Mexico are mainly motivated by economic goals, as four of the top six goals identified by firm owners were extrinsic. In terms of success factors, Mexican entrepreneurs favor those related to personal and product/service characteristics while difficulties related to finding reliable personnel as well as the weaknesses of the Mexican economic environment, were reported are the main obstacles by respondents.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.008
Threshold uncertainty score0.016

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
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 head0.020
GPT teacher head0.264
Teacher spread0.244 · 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 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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