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Record W4410900811 · doi:10.5267/j.dsl.2025.4.006

Factors affecting the decisions of tax compliance selection of Vietnamese enterprises: A mega data analysis

2025· article· en· W4410900811 on OpenAlexvenueno aff

Bibliographic record

VenueDecision Science Letters · 2025
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicTaxation and Compliance Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMega-VietnameseSelection (genetic algorithm)Compliance (psychology)BusinessComputer sciencePsychology

Abstract

fetched live from OpenAlex

The decision to comply with taxes by a business depends on the business's choice of behavior, especially the nature of its operations. The research on mega data to find relationships in the economy is urgent, including the logistics industry. Improving logistics efficiency in countries is a necessary goal in countries to increase their ability to contribute to the economy. Researching the impact of tax compliance of logistics enterprises through a survey of 404 logistics enterprises in Vietnam and through quantitative analysis using SPSS software, the research results show that enterprises with high financial efficiency have a higher level of tax compliance, at the same time, enterprises with high quality human resources are likely to have a higher level of tax compliance. The research results also show that highly efficient logistics activities of enterprises are likely to have a higher level of tax compliance, at the same time, appropriate national tax policies are likely to help enterprises have a higher level of tax compliance.

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)0.002
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 score0.387
Threshold uncertainty score0.355

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.006
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.134
GPT teacher head0.341
Teacher spread0.207 · 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

Citations1
Published2025
Admission routes1
Has abstractyes

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