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Record W2899638216 · doi:10.1002/cjas.1514

Impact of responsive and proactive market orientation on SME performance: The moderating role of economic crisis perception

2018· article· en· W2899638216 on OpenAlexaffvenue
Stéphanie Petzold, Valérie Barbat, Frank Pons, Michel Zins

Bibliographic record

VenueCanadian Journal of Administrative Sciences / Revue Canadienne des Sciences de l Administration · 2018
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicCorporate Finance and Governance
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsMarket orientationModerationPerceptionBusinessContext (archaeology)RecessionSmall and medium-sized enterprisesSample (material)Orientation (vector space)Industrial organizationBusiness administrationMarketingEconomicsFinancePsychologySocial psychology

Abstract

fetched live from OpenAlex

Abstract This study examines the relationship between market orientation (MO) and the performance of small and medium‐sized enterprises (SMEs) within the context of economic crisis. It distinguishes between two levels of MO: responsive market orientation (RMO) and proactive market orientation (PMO). Data were collected on a sample of 300 SME. Findings indicate that SMEs, confronted with an economic downturn, use a MO approach that is both proactive and responsive, and reveal the moderator effect of the SME manager's perception of an economic crisis on PMO/RMO–performance. Research and practical implications are discussed. © 2018 ASAC. Published by John Wiley & Sons, Ltd.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.138
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.003
Scholarly communication0.0000.002
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 head0.055
GPT teacher head0.299
Teacher spread0.244 · 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

Citations57
Published2018
Admission routes2
Has abstractyes

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