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Record W3193619720 · doi:10.1108/jsbed-11-2019-0375

Growing SMEs and internal financing: the role of business practices

2021· article· en· W3193619720 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.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueJournal of Small Business and Enterprise Development · 2021
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicCorporate Finance and Governance
Canadian institutionsUniversité du Québec à Trois-Rivières
Fundersnot available
KeywordsBusinessSample (material)OriginalityFinanceAutonomyControl (management)Bootstrapping (finance)External financingSmall businessVariance (accounting)MarketingValue (mathematics)EntrepreneurshipDebtAccountingEconomicsManagement

Abstract

fetched live from OpenAlex

Purpose The purpose of this paper is to identify business practices that may promote internal financing of growing SMEs. The authors expand the literature on entrepreneurial finance that reduces business practices to either financial management or bootstrapping, by exploring all management practices that may have an impact on liquidities. This study enriches the literature on business practices. This is an important consideration for managers of SMEs who intend to preserve their financial independence and their capacity to survive different crises. Design/methodology/approach The empirical study involved a sample of 235 growing Canadian SMEs. The sample was extracted from a private database using a questionnaire that covered a wide range of business practices. Variance testing of business practices between SMEs with a line of credit and those without (and lower overall debt) was supplemented by a logistic regression. Findings SMEs which make use of efficiency-promoting technology, carry out preventive maintenance and control their costs and turnover during their growth are more inclined to use less external financing. Originality/value This is the first study that associates business practices, beyond bootstrapping, with financing and which answers a critical question posed by SME executives on how to preserve their financial and decision-making autonomy through growth stages. In addition, the desire to retain control of the company does not compel the SME manager to limit the size of the company.

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)0.000
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 score0.242
Threshold uncertainty score0.466

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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)0.0000.000

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 head0.016
GPT teacher head0.203
Teacher spread0.187 · 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