Why are Chinese and North American guests satisfied or dissatisfied with hotels? An application of big data analysis
Ying, Shun, Chan, Jin Hooi ORCID: 0000-0002-6275-9763 and Qi, Xiaoguang (2020) Why are Chinese and North American guests satisfied or dissatisfied with hotels? An application of big data analysis. International Journal of Contemporary Hospitality Management, 32 (10). pp. 3249-3269. ISSN 0959-6119 (doi:https://doi.org/10.1108/IJCHM-02-2020-0129)
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Abstract
Purpose
The paper aims to identify the emergent themes of hotel guests’ satisfaction, to compare the distribution of the attributes of the themes between Chinese and North American guests and to compare the importance of the themes for different satisfaction levels between Chinese and North American guests from a cross-cultural perspective.
Design/methodology/approach
By adopting Python (a computer language), the word-frequency method was used to identify emergent themes of hotel guests’ satisfaction. Topic modeling was adopted to compare the attributes distribution of each theme and the features of satisfaction between Chinese and North American guests.
Findings
First, three themes were identified including functionality, staff and price. Functionality can be further categorized into five subthemes, namely, room, travel, food, environment and hotel facility. Second, the distribution of the attributes of the themes between Chinese and North American guests was compared from a cross-cultural perspective. Chinese guests tend to mention both lifestyles- and social norms–related attributes and expect personalized service, while North American guests mainly prefer to describe lifestyle-related attributes and prefer standardized service. Third, the study compared the changing importance of the themes (functionality, staff and price) for different satisfaction levels between Chinese and North American guests. As the satisfaction level decreases, the importance of functionality decreases, that of staff increases and that of price remain stable for Chinese guests. In contrast, the importance of each theme has fluctuated mildly from the high to the low satisfaction level for North American guests.
Practical implications
Proposed managerial implications are to highlight lifestyle- and social norms-related attributes, as well as personalized service for Chinese guests. However, lifestyle-related attributes and standardized service should be facilitated for North American guests. Specific suggestions were made to help improve hotel performance such as the good performance of functional-related attributes, which could enhance satisfaction and better staff performance, which would reduce dissatisfaction.
Originality/value
By mining big data, this study investigated hotel guests’ satisfaction from a dynamic instead of a static perspective. This study provides some rare insights into differences in key attributes influencing satisfaction levels of Chinese versus North American guests staying in luxury hotels in China. This study also takes a novel approach to examine the dynamics of the importance of the various themes at different satisfaction levels, and contrast these dynamics between Chinese and North American guests. The findings offer valuable insight into market segmentation and management in the hospitality industry.
Item Type: | Article |
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Additional Information: | ‘Publisher: Emerald Publishing Limited. Copyright © 2020, Emerald Publishing Limited. This AAM is provided for your own personal use only. It may not be used for resale, reprinting, systematic distribution, emailing, or for any other commercial purpose without the permission of the publisher.’ |
Uncontrolled Keywords: | satisfaction, dissatisfaction, big data, word frequency, text mining |
Subjects: | H Social Sciences > HB Economic Theory |
Faculty / School / Research Centre / Research Group: | Faculty of Business Faculty of Business > Department of Systems Management & Strategy Faculty of Business > Networks and Urban Systems Centre (NUSC) Faculty of Business > Networks and Urban Systems Centre (NUSC) > Supply Chain Management Research Group |
Last Modified: | 07 Jul 2022 14:55 |
URI: | http://gala.gre.ac.uk/id/eprint/28887 |
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