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This study examined associations among shopping lifestyle, sales promotion, positive emotion, and impulsive buying among Shopee users in Balikpapan, Indonesia. A cross-sectional explanatory survey collected responses from 140 purposively selected users. The questionnaire assessed four reflective constructs using 28 five-point Likert items, and the reported data were analyzed with partial least squares structural equation modeling in SmartPLS 4. The hypothesis-testing table reported positive associations between shopping lifestyle and impulsive buying (β = 0.611, p < 0.001), sales promotion and impulsive buying (β = 0.265, p = 0.021), shopping lifestyle and positive emotion (β = 0.387, p < 0.001), sales promotion and positive emotion (β = 0.475, p < 0.001), and positive emotion and impulsive buying (β = 0.286, p = 0.001). Indirect relationships through positive emotion were also reported for shopping lifestyle (β = 0.111, p = 0.015) and sales promotion (β = 0.136, p = 0.003). The model accounted for 71.7% of variance in impulsive buying and 65.4% in positive emotion. These associations suggest that shopping orientation, promotional incentives, and affective experience jointly characterize spontaneous purchasing in the surveyed group, although the cross-sectional design precludes causal conclusions.
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Putri et al. (2026) studied this question.
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