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Record W4210544757 · doi:10.5267/j.uscm.2021.12.011

The role of supply chain management and competitive advantage on the performance of Indonesian SMEs

2022· article· en· W4210544757 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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueUncertain Supply Chain Management · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicSMEs Development and Digital Marketing
Canadian institutionsnot available
Fundersnot available
KeywordsCompetitive advantageBusinessSmall and medium-sized enterprisesSupply chain managementSupply chainSimple random sampleData collectionStructural equation modelingIndonesianSample (material)Industrial organizationKnowledge managementPopulationMarketingComputer scienceStatistics

Abstract

fetched live from OpenAlex

The purpose of this study is to analyze the effect of supply chain management on competitive advantage, the effect of supply chain management on performance and the effect of competitive advantage on performance of small and medium enterprises (SMEs). The object of this research includes all SMEs in Tangerang, the population in this study also covers all 680 Small and Medium Enterprises in Tangerang, Indonesia. The research method uses quantitative methods and the technique used for data collection is by using an online questionnaire. Questionnaires are given to 210 owners or managers of Small and Medium Enterprises who were selected using the simple random sampling method. Data analysis used Structural Equation Modeling (SEM) with data processing tools using SmartPLS software. The results of data analysis show that supply chain management has a positive and significant effect on the performance of SMEs. Supply chain management has a positive and significant effect on competitive advantage. Finally, competitive advantage has a positive and significant effect on performance.

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)0.003
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.849
Threshold uncertainty score0.989

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.001
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 head0.008
GPT teacher head0.230
Teacher spread0.222 · 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