Tourist Safety Intelligence: Scale Development, Validation, and Prediction

Safety intelligence is critical for navigating security challenges but remains unexplored in tourism. This study conceptualizes the structure of tourist safety intelligence, develops a measurement scale, and investigates its behavioral influence mechanisms. Study 1 confirmed a triarchic structure of analytical, practical, and creative intelligence based on Sternberg’s Successful Intelligence Theory and validated a scale with adequate fit for both first-order and second-order models. Study 2 revealed that analytical intelligence positively predicts safety compliance but negatively predicts safety participation, while practical and creative intelligence both positively predict safety participation. Analytical and practical intelligence also indirectly influence both behaviors through sequential mediation of social and personal norms. Practically, these findings enable tourism authorities to design targeted training programs enhancing specific intelligence dimensions, develop tailored safety communication strategies based on tourists’ cognitive profiles, and implement differentiated interventions to promote both safety compliance and participation.

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Publication Details

Journal
Journal of Travel Research
Published
2026-10-09
DOI
https://doi.org/10.1177/00472875261494186
Primary Topic
Diverse Aspects of Tourism Research
Type
article
Field-Weighted Citation Impact
0.00
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article

Tourist Safety Intelligence: Scale Development, Validation, and Prediction

Chaowu Xie, Songshan Sam Huang, Jiangchi Zhang, Mengting Wang
Journal of Travel Research
Diverse Aspects of Tourism Research
article

Tourist Safety Intelligence: Scale Development, Validation, and Prediction

Chaowu Xie, Songshan Sam Huang, Jiangchi Zhang, Mengting Wang
article en

Abstract

Safety intelligence is critical for navigating security challenges but remains unexplored in tourism. This study conceptualizes the structure of tourist safety intelligence, develops a measurement scale, and investigates its behavioral influence mechanisms. Study 1 confirmed a triarchic structure of analytical, practical, and creative intelligence based on Sternberg’s Successful Intelligence Theory and validated a scale with adequate fit for both first-order and second-order models. Study 2 revealed that analytical intelligence positively predicts safety compliance but negatively predicts safety participation, while practical and creative intelligence both positively predict safety participation. Analytical and practical intelligence also indirectly influence both behaviors through sequential mediation of social and personal norms. Practically, these findings enable tourism authorities to design targeted training programs enhancing specific intelligence dimensions, develop tailored safety communication strategies based on tourists’ cognitive profiles, and implement differentiated interventions to promote both safety compliance and participation.

Journal of Travel Research
Huaqiao University (CN), Edith Cowan University (AU)
Openalex Percentile: Top 5%
Diverse Aspects of Tourism Research
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