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Record W4402274694 · doi:10.1080/08276331.2024.2397746

Tempted to fail? The interplay of peer performance and SME export market entry intensity on their export market exit

2024· article· en· W4402274694 on OpenAlexaffabout
Matthias Baum, Sui Sui, Shavin Malhotra

Bibliographic record

VenueJournal of Small Business & Entrepreneurship · 2024
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicInternational Business and FDI
Canadian institutionsUniversity of WaterlooToronto Metropolitan UniversityTed Rogers Centre for Heart Research
Fundersnot available
KeywordsBusinessIndustrial organizationIntensity (physics)Commerce

Abstract

fetched live from OpenAlex

This study investigates the complex relationship between home-peer performance and export market entry intensity on SME export market exit. Using a longitudinal dataset of 32,108 Canadian SMEs, we investigate the dual-sided effects of home-peer performance in international markets. Our research incorporates the awareness-motivation-capability perspective, highlighting the conditions under which SMEs’ aggressive export strategies in the face of thriving peers could accelerate their market exit. The findings show that an intense export focus in competitive markets increases SMEs’ risk of failure, challenging the conventional wisdom of learning-based entry strategies. By defining the intricate dynamics of SME internationalization, this study goes beyond traditional social learning paradigms, providing critical insights for SMEs’ strategic management in global marketplaces.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.249
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0010.000
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 head0.021
GPT teacher head0.229
Teacher spread0.208 · 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

Citations5
Published2024
Admission routes2
Has abstractyes

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