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The Reason Behind the Rating: Text Mining of Online Hotel Reviews

机译:评分背后的原因:在线酒店评论的文字挖掘

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Online customer reviews are a significant marketing resource for products and service business, often serving as a key reference point for potential customers. This study analyses a set of hotel reviews to find out what aspects of hotel experience are taken into consideration by customers when rating a hotel. We use text mining of hotel reviews to identify main features referred to by customers and determine their correlation with customer satisfaction or dissatisfaction. Our data set comprises reviews of ten hotels located in the vicinity of "Khao San Road" in the centre of Bangkok in Thailand, a popular holiday destination known as the centre of the "backpacking universe". The results highlight several main aspects affecting customer satisfaction, with friendly and helpful staff being the most influential one, whilst negative experiences with complementary services provided by the hotel, such as pool and Wi-Fi have the strongest impact on customer dissatisfaction. Other factors impacting customer satisfaction include cleanliness, room and bathroom interior, sleep quality and location. Our findings can be used to design effective feedback gathering and social media monitoring systems, and they also underpin a set of managerial implications regarding managing and marketing customer experiences in the hotel industry.
机译:在线客户评论是产品和服务业务的重要营销资源,通常是潜在客户的关键参考点。这项研究分析了一组酒店评论,以找出顾客对酒店进行评级时会考虑酒店体验的哪些方面。我们使用文本形式的酒店评论挖掘来识别客户提及的主要功能,并确定它们与客户满意度或不满意程度的相关性。我们的数据集包括对位于泰国曼谷市中心“ Khao San Road”附近的十家酒店的点评,泰国是著名的度假胜地,被称为“背包世界”的中心。结果突出显示了影响客户满意度的几个主要方面,友好而乐于助人的员工是最有影响力的方面,而酒店提供的补充服务(如游泳池和Wi-Fi)带来的负面体验对客户满意度的影响最大。影响客户满意度的其他因素包括清洁度,房间和浴室内部,睡眠质量和位置。我们的发现可用于设计有效的反馈收集和社交媒体监控系统,并且还可以支持与管理和营销酒店行业客户体验有关的一系列管理建议。

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