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Record W4225693065 · doi:10.1142/s1084946722500017

SUSTAINABILITY PERFORMANCE OF INFORMAL MICRO-ENTERPRISES: THE CASE OF SENEGAL

2022· article· en· W4225693065 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Developmental Entrepreneurship · 2022
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInnovation and Socioeconomic Development
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsSustainabilityBusinessContext (archaeology)Social capitalGovernment (linguistics)Industrial organizationScope (computer science)MarketingEnvironmental economicsKnowledge managementEconomics

Abstract

fetched live from OpenAlex

This study empirically investigates the relationship between entrepreneurial competencies and sustainability performance. It also explores the direct effects of financial capital, human capital, social capital, government support and business environment on sustainability performance of micro-enterprises operating in the informal sector. The study is conducted within the context of Senegal and through the lens of resource-based view theory. Employing a cross-sectional design, data is collected from randomly selected micro and small entrepreneurs operating in the informal sector. The outcomes include a positive effect of opportunity recognition competency, commitment competency and government support on the sustainability performance of micro-enterprises. An Importance Performance Matrix analysis indicates that these factors are the most important factors determining sustainability performance of micro-enterprises within the context of the informal sector. The findings extend the scope of RBV while simultaneously enhancing the knowledge and understanding pertaining to the interplay of entrepreneurial competencies and sustainability performance, particularly for small business operators in the informal sector. Implications are drawn to theory development, practice and public policy.

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.

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 score0.210
Threshold uncertainty score0.624

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.011
GPT teacher head0.214
Teacher spread0.203 · 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