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Record W4414418578 · doi:10.1108/jima-08-2024-0386

The influence of spirituality, ethics and religiosity on green buying behavior: a cross-cultural study of Chinese and Pakistani consumers

2025· article· en· W4414418578 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueJournal of Islamic marketing · 2025
Typearticle
Languageen
FieldBusiness, Management and Accounting
TopicEnvironmental Sustainability in Business
Canadian institutionsUniversity of Regina
Fundersnot available
KeywordsReligiosityTheory of reasoned actionTheory of planned behaviorStructural equation modelingChinaConceptual frameworkNorm (philosophy)Association (psychology)

Abstract

fetched live from OpenAlex

Purpose The purpose of this study is to investigate the relationship between spirituality, ethics, and intrinsic and extrinsic religiosity as antecedents of green buying behavior, addressing a gap in the literature despite increasing sustainability challenges faced by Pakistan and China. Design/methodology/approach This research has developed a conceptual model based on the value belief norm (VBN) theory, examining the effects of religiosity, ethics and spirituality on the green buying behavior of Chinese and Pakistani consumers. The enumerators collected 415 valid samples from China and 410 from Karachi business universities, using convenience sampling, and analyzed reliability, validity and convergent validity using smart partial least square-structural equation modelling. Findings Results suggested a significant association between ethics and green buying behavior for Chinese and Pakistani consumers. Results also indicated that both intrinsic religiosity and spirituality positively influence the green buying behavior of Chinese and Pakistani consumers. In contrast, this study found a significant association between extrinsic religiosity and green buying behavior for Pakistani consumers, but the same relationship was insignificant for Chinese consumers. Originality/value The study extends the model based on the VBN theory, moving beyond the commonly used theory of reasoned action and theory of planned behavior, thus contributing to theoretical diversity in the field.

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)0.005
metaresearch head score (Gemma)0.004
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 score0.005
Threshold uncertainty score0.434

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.012
GPT teacher head0.314
Teacher spread0.303 · 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