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Record W2015505081 · doi:10.1108/14626000910932944

Problem solving in small firms: an interpretive study

2009· article· en· W2015505081 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 · 2009
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEntrepreneurship Studies and Influences
Canadian institutionsBrock University
Fundersnot available
KeywordsSmall businessEntrepreneurshipContext (archaeology)Grounded theorySample (material)Process (computing)GeneralizationData collectionQualitative researchCritical Incident TechniqueSociologyResearch designManagement scienceMarketingComputer scienceBusinessEconomicsEpistemologySocial science

Abstract

fetched live from OpenAlex

Purpose The purpose of this research is to present the results of a recent interpretive study of 11 small Central Vancouver Island firms in British Columbia, Canada, which yield new interpretations of the nature of problem‐solving processes within the wider context of managerial capability as a critical contributor to small business survival. Design/methodology/approach The methodological approach taken is positioned within an emergent body of research in the field of small business and entrepreneurship that applies an interpretive paradigm to uncover the complex facets of how individuals develop their capabilities and management practices with a particular emphasis on the small business owner‐manager. More specifically, the critical incident technique method, along with an approach to data analysis and coding that draws from grounded theory, is combined and applied as a qualitative research strategy to yield new understandings of problem solving in small firms. Findings Research findings reveal the intuitive, improvised and non‐linear nature of how problems are actually solved in the sample of small firms studied, in contrast with a number of well‐known theoretical research frameworks that propose well‐defined and delineated steps in the problem‐solving process. Research limitations/implications The small sample size and the methods chosen to conduct the research do not allow for the generalization of findings to all firms, yet do allow for the emergence of themes among the businesses that participated in the study. Research could be expanded by applying a similar research design to small firms in other regions of Canada to determine whether significant differences or similarities exist and to identify the implications for research in the area of problem solving in small firms. Originality/value The identification of problems as critical incidents represents a primary focus of the research and provides a more explanatory account of problem solving from the perspective of small firm owner‐managers involved in the process. The analysis of these highly subjective interpretations represents valuable research findings that provide a basis for the development of theory on problem solving in small firms.

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 score0.178
Threshold uncertainty score0.759

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)0.0000.000

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 head0.020
GPT teacher head0.231
Teacher spread0.211 · 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