Feeling Luxe: A Topic Modeling × Emotion Detection Analysis of Luxury Hotel Experiences

IF 4.4 3区 管理学 Q1 HOSPITALITY, LEISURE, SPORT & TOURISM Journal of Hospitality & Tourism Research Pub Date : 2022-06-30 DOI:10.1177/10963480221103222
L. Wu, Wan Yang, Y. Gao, S. Ma
{"title":"Feeling Luxe: A Topic Modeling × Emotion Detection Analysis of Luxury Hotel Experiences","authors":"L. Wu, Wan Yang, Y. Gao, S. Ma","doi":"10.1177/10963480221103222","DOIUrl":null,"url":null,"abstract":"As the luxury market and associated experiential consumption continues to rise, the hospitality management literature lags somewhat behind practice in examining luxury experiences. This research presents an exploratory analysis of luxury hotel experiences via the approach of topic modeling and emotion detection in online luxury hotel reviews. Results demonstrate that “people” and “product—activity & wellness” aspects of luxury hotel experiences tend to be positively associated with online review ratings. The “product—food & beverage” and “physical evidence and place” aspects may produce mixed effects on rating levels. Finally, the “process” and “price and promotion” aspects tend to be negatively associated with online review ratings. Findings further reveal that such effects function via the mediation paths of various categories of discrete emotions. These results offer enriching insight for hospitality management research and practice regarding luxury hotel experiences.","PeriodicalId":51409,"journal":{"name":"Journal of Hospitality & Tourism Research","volume":null,"pages":null},"PeriodicalIF":4.4000,"publicationDate":"2022-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Hospitality & Tourism Research","FirstCategoryId":"91","ListUrlMain":"https://doi.org/10.1177/10963480221103222","RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"HOSPITALITY, LEISURE, SPORT & TOURISM","Score":null,"Total":0}
引用次数: 2

Abstract

As the luxury market and associated experiential consumption continues to rise, the hospitality management literature lags somewhat behind practice in examining luxury experiences. This research presents an exploratory analysis of luxury hotel experiences via the approach of topic modeling and emotion detection in online luxury hotel reviews. Results demonstrate that “people” and “product—activity & wellness” aspects of luxury hotel experiences tend to be positively associated with online review ratings. The “product—food & beverage” and “physical evidence and place” aspects may produce mixed effects on rating levels. Finally, the “process” and “price and promotion” aspects tend to be negatively associated with online review ratings. Findings further reveal that such effects function via the mediation paths of various categories of discrete emotions. These results offer enriching insight for hospitality management research and practice regarding luxury hotel experiences.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
感受奢华:奢华酒店体验的主题建模×情感检测分析
随着奢侈品市场和相关体验消费的持续增长,酒店管理文献在检查奢侈品体验方面落后于实践。本研究通过主题建模和情感检测的方法对在线豪华酒店评论中的豪华酒店体验进行探索性分析。结果表明,豪华酒店体验的“人”和“产品-活动&健康”方面往往与在线评论评级呈正相关。“产品-食品和饮料”和“实物证据和场所”方面可能对评级水平产生混合影响。最后,“流程”和“价格和促销”方面往往与在线评论评级呈负相关。研究结果进一步表明,这些效应通过不同类别的离散情绪的中介路径起作用。这些结果为酒店管理研究和豪华酒店体验实践提供了丰富的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Journal of Hospitality & Tourism Research
Journal of Hospitality & Tourism Research HOSPITALITY, LEISURE, SPORT & TOURISM-
CiteScore
10.10
自引率
9.50%
发文量
54
期刊介绍: The Journal of Hospitality & Tourism Research (JHTR) is an international scholarly research journal that publishes high-quality, refereed articles that advance the knowledge base of the hospitality and tourism field. JHTR focuses on original research, both conceptual and empirical, that clearly contributes to the theoretical development of our field. The word contribution is key. Simple applications of theories from other disciplines to a hospitality or tourism context are not encouraged unless the authors clearly state why this context significantly advances theory or knowledge. JHTR encourages research based on a variety of methods, qualitative and quantitative.
期刊最新文献
Trust the Facts: The Impact of Reviews’ Written Style and Subject-Focus on Peer-to-Peer Accommodation Consumption When “Old” Meets “New”: Unlocking the Future of Innovative Technology Implementation in Heritage Tourism Factors Explaining Resident Stakeholders’ Perception and Support for Wineries and Wine Tourism in Florida How capricious supervisors affect hospitality employees’ service performance? A diary study from the employees’ emotional perspective Resident Empowerment and Support for Gaming Tourism: Comparisons of Resident Attitudes Pre- and Amid-Covid-19 Pandemic
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1