{"title":"视觉正确性:用机器学习揭示旅游视频中视觉美学对目的地营销效果的影响","authors":"Teli Xian, Xiaoman Li, Chengcheng Liao","doi":"10.1016/j.jhtm.2025.06.001","DOIUrl":null,"url":null,"abstract":"<div><div><span>Travel vlogs have become a significant tool for destination marketing. However, limited tourism research has empirically examined the visual aesthetic attributes of travel vlogs and how they drive viewers' behaviors in destination marketing. To fill this gap, this study measures the visual aesthetic attributes of travel vlogs with computer vision (CV). Then, we examine their effects on viewers’ behavioral outcomes, as reflected by social media performance metrics (including clicks, likes, and collects). The results from both economic (OLS) and interpretable machine learning (XGBoost & SHAP) methods indicate that (1) for vlog cover, </span><em>color balance</em>, the <em>rule of thirds</em>, and <em>texture diff</em> increase clicks, whereas <em>diagonal dominance</em> and <em>color diff</em> decrease it; (2) for vlog video, <em>saturation</em>, <em>clarity</em>, and <em>texture diff</em> increase both likes and collects, whereas <em>color diff</em> decreases both. In addition, <em>color balance</em> and <em>size diff</em> increase likes, whereas <em>contrast</em> decreases collects. These results offer insights for optimizing visual aesthetics in travel vlogs to achieve destination marketing effectiveness.</div></div>","PeriodicalId":51445,"journal":{"name":"Journal of Hospitality and Tourism Management","volume":"64 ","pages":"Article 101299"},"PeriodicalIF":7.8000,"publicationDate":"2025-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Visual rightness: Unveiling the impact of visual aesthetics on destination marketing effectiveness in travel vlogs with machine learning\",\"authors\":\"Teli Xian, Xiaoman Li, Chengcheng Liao\",\"doi\":\"10.1016/j.jhtm.2025.06.001\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div><span>Travel vlogs have become a significant tool for destination marketing. However, limited tourism research has empirically examined the visual aesthetic attributes of travel vlogs and how they drive viewers' behaviors in destination marketing. To fill this gap, this study measures the visual aesthetic attributes of travel vlogs with computer vision (CV). Then, we examine their effects on viewers’ behavioral outcomes, as reflected by social media performance metrics (including clicks, likes, and collects). The results from both economic (OLS) and interpretable machine learning (XGBoost & SHAP) methods indicate that (1) for vlog cover, </span><em>color balance</em>, the <em>rule of thirds</em>, and <em>texture diff</em> increase clicks, whereas <em>diagonal dominance</em> and <em>color diff</em> decrease it; (2) for vlog video, <em>saturation</em>, <em>clarity</em>, and <em>texture diff</em> increase both likes and collects, whereas <em>color diff</em> decreases both. In addition, <em>color balance</em> and <em>size diff</em> increase likes, whereas <em>contrast</em> decreases collects. These results offer insights for optimizing visual aesthetics in travel vlogs to achieve destination marketing effectiveness.</div></div>\",\"PeriodicalId\":51445,\"journal\":{\"name\":\"Journal of Hospitality and Tourism Management\",\"volume\":\"64 \",\"pages\":\"Article 101299\"},\"PeriodicalIF\":7.8000,\"publicationDate\":\"2025-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Hospitality and Tourism Management\",\"FirstCategoryId\":\"91\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1447677025000749\",\"RegionNum\":1,\"RegionCategory\":\"管理学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"HOSPITALITY, LEISURE, SPORT & TOURISM\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Hospitality and Tourism Management","FirstCategoryId":"91","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1447677025000749","RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"HOSPITALITY, LEISURE, SPORT & TOURISM","Score":null,"Total":0}
Visual rightness: Unveiling the impact of visual aesthetics on destination marketing effectiveness in travel vlogs with machine learning
Travel vlogs have become a significant tool for destination marketing. However, limited tourism research has empirically examined the visual aesthetic attributes of travel vlogs and how they drive viewers' behaviors in destination marketing. To fill this gap, this study measures the visual aesthetic attributes of travel vlogs with computer vision (CV). Then, we examine their effects on viewers’ behavioral outcomes, as reflected by social media performance metrics (including clicks, likes, and collects). The results from both economic (OLS) and interpretable machine learning (XGBoost & SHAP) methods indicate that (1) for vlog cover, color balance, the rule of thirds, and texture diff increase clicks, whereas diagonal dominance and color diff decrease it; (2) for vlog video, saturation, clarity, and texture diff increase both likes and collects, whereas color diff decreases both. In addition, color balance and size diff increase likes, whereas contrast decreases collects. These results offer insights for optimizing visual aesthetics in travel vlogs to achieve destination marketing effectiveness.
期刊介绍:
Journal Name: Journal of Hospitality and Tourism Management
Affiliation: Official journal of CAUTHE (Council for Australasian Tourism and Hospitality Education Inc.)
Scope:
Broad range of topics including:
Tourism and travel management
Leisure and recreation studies
Emerging field of event management
Content:
Contains both theoretical and applied research papers
Encourages submission of results of collaborative research between academia and industry.