MétaCan
Menu
Back to cohort
Record W4406698900 · doi:10.1016/j.ibusrev.2025.102397

Don’t stop believing: The manifestations of coopetition in export markets

2025· article· en· W4406698900 on OpenAlexaff
James M. Crick, Dave Crick

Bibliographic record

VenueInternational Business Review · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicBusiness Strategy and Innovation
Canadian institutionsWilfrid Laurier UniversityUniversity of Ottawa
Fundersnot available
KeywordsCoopetitionBusinessCommerceIndustrial organizationInternational tradeEconomicsMarket economy

Abstract

fetched live from OpenAlex

Although a coopetition-oriented mind-set (belief about the importance of cooperating with competitors) is likely to drive coopetition strategies, the nuances of this relationship remain under-researched. Furthermore, coopetition has typically been investigated in domestic settings, rather than in export markets, where different opportunities and challenges are likely to exist. Thus, underpinned by resource-based theory, and focusing on smaller-sized companies, this study examines the association between an export coopetition-oriented mind-set and export coopetition strategies under key moderating effects. Survey responses were collected from 107 small wine producers in South Africa (passing all major robustness checks). As hypothesized, the results showed that an export coopetition-oriented mind-set drives export coopetition strategies. However, surprisingly, this link was positively moderated by export competitive aggressiveness, but was not significantly impacted by export competitive intensity. Consequently, unique insights emerge for academics and practitioners regarding what factors help or hinder the facilitation of coopetition activities in export markets.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.833
Threshold uncertainty score0.781

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
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 head0.020
GPT teacher head0.275
Teacher spread0.255 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations2
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueInternational Business ReviewSame topicBusiness Strategy and InnovationFrench-language works237,207