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Record W4415775598 · doi:10.1177/02662426251342356

‘No-growth’ entrepreneurial strategy in microenterprises

2025· article· en· W4415775598 on OpenAlexaff
Marion Polgé, Colette Fourcade, Martine Spence

Bibliographic record

VenueInternational Small Business Journal Researching Entrepreneurship · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEntrepreneurship Studies and Influences
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsPanel dataBalance (ability)Work (physics)Production (economics)Strategic managementDynamic capabilities

Abstract

fetched live from OpenAlex

It has been demonstrated that many small businesses have no desire for growth. In this article, we investigate whether a ‘no-growth’ strategy in microenterprises can still lead to performance enhancement. To explore this issue, we followed a panel of 13 microenterprises over 12 years with an ‘acted research’ protocol. This consisted of yearly intensive interactions between academics and panel participants including four group seminars, one interview with each owner-manager and firm observation. It resulted in a co-constructed model of ‘no-growth’ to which all study participants agreed. During the study, all 13 microenterprises reduced their employee count and pivoted their business models toward more exclusive offerings. Underpinned by the resource-based and dynamic capabilities theory, we demonstrate that a ‘no-growth’ strategy resulted in increase in margins, efficiency improvements and better work-life balance for the owner-managers and their collaborators. Theoretical, methodological and managerial implications are provided.

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)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Scholarly communication
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.120
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0000.000
Scholarly communication0.0020.001
Open science0.0020.001
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 head0.031
GPT teacher head0.293
Teacher spread0.261 · 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

Citations3
Published2025
Admission routes1
Has abstractyes

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