MétaCan
Menu
Back to cohort

Successful Women Entrepreneurs as Pioneers: Results from a Study Conducted in Karaikudi, Tamil Nadu, India

2005· article· en· W2087214046 on OpenAlexaff
Elaine Porter, K. V. Nagarajan

Bibliographic record

VenueJournal of Small Business & Entrepreneurship · 2005
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEntrepreneurship Studies and Influences
Canadian institutionsLaurentian University
Fundersnot available
KeywordsTamilWomen entrepreneursWork (physics)Focus groupFemale entrepreneursEntrepreneurshipEconomic growthGender studiesSociologyPublic relationsPolitical scienceBusinessMarketingEconomicsEngineeringLaw

Abstract

fetched live from OpenAlex

Abstract This research sought to study women entrepreneurs’ experiences in terms of their motives and the obstacles they faced in establishing and growing their businesses. Nine women entrepreneurs in a small southern Indian town with entrepreneurial training and who had been running in their business for at least five years were part of a focus group. Gender-neutral and gendered motives guided their decision to enter into the business even if partnered with a male. Patriarchal norms within and outside family provided many challenges along the way. Work-family conflicts were among them. Women used gender-based strategies to manage interactions with governmental and bank officials and a professional demeanour to deal with male clients. Children sometimes participated in their businesses after school. By being successful entrepreneurs, these women proved to be pioneers in their milieu. Policy suggestions and research directions follow.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.011
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0010.003
Open science0.0010.001
Research integrity0.0000.001
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 head0.024
GPT teacher head0.237
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.

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

Citations48
Published2005
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Small Business & EntrepreneurshipSame topicEntrepreneurship Studies and InfluencesFrench-language works237,207