Heritage hotels and customer experience: a text mining analysis of online reviews

IF 2.7 Q2 HOSPITALITY, LEISURE, SPORT & TOURISM International Journal of Culture Tourism and Hospitality Research Pub Date : 2021-03-05 DOI:10.1108/IJCTHR-02-2020-0050
Vinay Chittiprolu, Nagaraj Samala, R. Bellamkonda
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引用次数: 20

Abstract

In business, online reviews have an economic impact on firm performance. Customers’ data in the form of online reviews was used to understand the appreciation and service complaints written by previous customers. The study is an analysis of the online reviews written by the customers about Indian heritage hotels. This study aims to understand the dimensions of service appreciation and service complaints by comparing positive- and negative-rated reviews and find the patterns in the determinants of the satisfaction and dissatisfaction of the customers.,A total of 23,643 online reviews about heritage hotels were collected from the TripAdvisor website by using a Web crawler developed in Python. A total of 1000 reviews were randomly selected for further analysis to eliminate the bandwagon effect. Unsupervised text mining techniques were used to analyze reviews and find out the interesting patterns in text data.,Based on Herzberg two-factor theory, this study found satisfied and dissatisfied determinants separately. The study revealed some common categories discussed by satisfied and dissatisfied customers. The factors which satisfy the customers may also dissatisfy the customers if not delivered properly. Satisfied customers mentioned about tangible features of the hotel stay, which includes physical signifiers, traditional services, staff behavior and professionalism and core products (rooms, food). However, most of the customers complained about intangible service problems, such as staff attitude, services failure, issues with reservation and food, value for money and room condition. The results are contradicting with commercial hotels-based studies owing to the unique services provided by heritage hotels.,The dimensions for satisfaction and dissatisfaction among customer of heritage hotels provide marketers to understand the real emotion and perception of the customers. As these dimensions were extracted through text mining of the reviews written by the customer of heritage hotels, the results would certainly give better insights to the hotel marketers.,The study is a rare attempt to study online reviews of customers on heritage hotels through a text mining approach and find the patterns in the behavior and the determinants of satisfaction and dissatisfaction of customers.
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传统酒店与客户体验:在线评论的文本挖掘分析
在商业中,在线评论会对公司业绩产生经济影响。使用在线评论形式的客户数据来了解以前客户写的赞赏和服务投诉。这项研究是对客户撰写的关于印度传统酒店的在线评论的分析。本研究旨在通过比较正面评价和负面评价来了解服务赞赏和服务投诉的维度,并找出顾客满意和不满意的决定因素模式。,通过使用Python开发的网络爬虫,TripAdvisor网站共收集了23643条关于传统酒店的在线评论。总共随机选择了1000条评论进行进一步分析,以消除跟风效应。使用无监督文本挖掘技术来分析评论并找出文本数据中有趣的模式。,基于赫兹伯格双因素理论,本研究分别找到了满意和不满意的决定因素。该研究揭示了满意和不满意客户讨论的一些常见类别。如果交付不当,使客户满意的因素也可能使客户不满意。满意的顾客提到了酒店住宿的有形特征,包括物理标志、传统服务、员工行为和专业精神以及核心产品(房间、食物)。然而,大多数顾客抱怨无形的服务问题,如员工态度、服务失败、预订和食物问题、性价比和房间条件。这一结果与基于商业酒店的研究相矛盾,因为传统酒店提供了独特的服务。,传统酒店客户满意度和不满意度的维度为营销人员了解客户的真实情感和感知提供了依据。由于这些维度是通过对传统酒店客户撰写的评论进行文本挖掘而提取的,因此结果肯定会为酒店营销人员提供更好的见解。,这项研究是一项罕见的尝试,通过文本挖掘方法研究传统酒店客户的在线评论,并发现客户的行为模式以及满意度和不满意度的决定因素。
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来源期刊
CiteScore
3.80
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0.00%
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0
期刊介绍: The International Journal of Culture, Tourism, and Hospitality Research focuses on building bridges in theory, research, and practice across the inter-related fields of culture, tourism and hospitality. Published with the IACTHR it encourages articles that advance theory and research on the roles of culture, tourism, and hospitality in the lives of individuals, households, and organizations. This includes the perspectives and interpretations of all stakeholders including participants and providers of tourism and hospitality services. The journal especially seeks to nurture interdisciplinary multicultural work among sociological, psychological, geographical, consumer, leisure, marketing, travel and tourism, hospitality, and sport and entertainment researchers. IJCTHR covers: -Tourist culture and behaviour -Marketing practices in tourism and hospitality, and how this relates to cultures -Consumer behaviour and trends in tourism and hospitality -Destination culture and destination marketing -International tourism and hospitality
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