Shows compensatory expectations drive compulsive food ordering, indicating implications for digital responsibility.
Compulsive food ordering is an emerging digital risk, but the cognitive mechanisms linking psychosocial deficits to behavior are not yet fully understood. This study integrates the I-PACE model with Compensatory Consumption Theory to develop and empirically validate a theory-driven predictive framework, assessed through PLS-SEM and out-of-sample cross-validation in a super-app environment. Findings show that “compensatory expectation” is the main driver, fully mediating the effects of loneliness and self-control on compulsive food ordering. This indicates that specific compensation-seeking beliefs, rather than simple cue-reactivity, drive compulsive ordering. Perceived social support serves as a key resource, reducing risks by alleviating loneliness and supporting self-regulation. Importance-performance map analysis suggests that cognitive restructuring should be prioritized over restriction, providing a data-driven approach for digital responsibility and platform well-being. • Loneliness is linked to compulsive food ordering on delivery apps • Compensatory expectations help explain compulsive food ordering • Perceived social support is linked to lower loneliness • Higher self-control is linked to weaker compensatory expectations • The model showed meaningful out-of-sample predictive performance
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Thị Phương Thủy Nguyễn (2026) studied this question.
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