IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v16y2024i6p2271-d1353789.html
   My bibliography  Save this article

Exploring the Importance of Destination Attributes of Sustainable Urban Waterfronts: Text and Data Mining of Tourists’ Online Reviews

Author

Listed:
  • Wei-Ching Wang

    (Business School, Nanfang College, Guangzhou, Guangzhou 510970, China)

  • Chung-Hsien Lin

    (Department of Leisure and Recreation, National Formosa University, Huwei Township, Yunlin 632, Taiwan)

Abstract

This study identifies the destination attributes of sustainable urban waterfronts that are frequently mentioned in tourists’ online reviews. We analyzed the influence of these attributes on tourists’ ratings based on stimuli–organism–response theory, and the associations between these destination attributes. The online reviews (both text reviews and star ratings) from TripAdvisor and Google Maps of the sustainable waterfront destinations of the Liuchuan and Luchuan rivers in Taichung city (Taiwan) were collected and analyzed through text and data mining. Destination attributes were grouped into two types: sustainable landscapes (aesthetics, water resource rehabilitation, sustainable lighting, emotional experiences, and low-impact development waterfronts) and sustainable recreational spaces (leisure activities, festivals, inclusive destinations, photography, and tourist experiences). Two destination attributes common to-- both types were identified: nightscapes and waterfronts. These attributes predicted tourists’ ratings through support vector machine analysis. Sensitivity analysis revealed that sustainable landscape-type attributes had a greater impact on tourists’ ratings than the sustainable recreational space type. In addition, three important association rules between twelve attributes were identified and these helped provide information pattern combination attributes from tourists’ comments with support and confidence for the destination attributes. These findings will contribute to urban planning and design in relation to sustainable waterfront destinations. They highlight the need for planners to consider both tourists’ landscapes and recreational needs in order to achieve economic and ecological sustainability.

Suggested Citation

  • Wei-Ching Wang & Chung-Hsien Lin, 2024. "Exploring the Importance of Destination Attributes of Sustainable Urban Waterfronts: Text and Data Mining of Tourists’ Online Reviews," Sustainability, MDPI, vol. 16(6), pages 1-17, March.
    • Handle: RePEc:gam:jsusta:v:16:y:2024:i:6:p:2271-:d:1353789
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/16/6/2271/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/16/6/2271/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Bigne, Enrique & Chatzipanagiotou, Kalliopi & Ruiz, Carla, 2020. "Pictorial content, sequence of conflicting online reviews and consumer decision-making: The stimulus-organism-response model revisited," Journal of Business Research, Elsevier, vol. 115(C), pages 403-416.
    2. Eroglu, Sevgin A. & Machleit, Karen A. & Davis, Lenita M., 2001. "Atmospheric qualities of online retailing: A conceptual model and implications," Journal of Business Research, Elsevier, vol. 54(2), pages 177-184, November.
    3. Maha Hassan Ahmed Salah & Ahmed Hassan Abdou & Thowayeb H. Hassan & Maha Abdul-Moniem Mohammed El-Amin & Adam Basheer Adam Kegour & Hanem Mostafa Mohamed Alboray & Amal Salah Darder Mohamed & Howayda , 2023. "Power of eWOM and Its Antecedents in Driving Customers’ Intention to Revisit: An Empirical Investigation on Five-Star Eco-Friendly Hotels in Saudi Arabia," Sustainability, MDPI, vol. 15(12), pages 1-21, June.
    4. José Fernandes & Pedro Chamusca & Jorge Pinto & José Tenreiro & Pedro Figueiredo, 2023. "Urban Rehabilitation and Tourism: Lessons from Porto (2010–2020)," Sustainability, MDPI, vol. 15(8), pages 1-22, April.
    5. Paul A. Pavlou & Angelika Dimoka, 2006. "The Nature and Role of Feedback Text Comments in Online Marketplaces: Implications for Trust Building, Price Premiums, and Seller Differentiation," Information Systems Research, INFORMS, vol. 17(4), pages 392-414, December.
    6. Nik Luka, 2017. "Contested periurban amenity landscapes: changing waterfront ‘countryside ideals’ in central Canada," Landscape Research, Taylor & Francis Journals, vol. 42(3), pages 256-276, April.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Daniel A. Sanchez-Loor & Wei-Shiun Chang, 2023. "Experimental study of the effects of structural assurance, personal experiences, and product reviews on repurchase behavior in e-commerce platforms," Electronic Commerce Research, Springer, vol. 23(3), pages 1971-2010, September.
    2. Kumar, Sushant & Jain, Aarushi & Hsieh, Jung-Kuei, 2021. "Impact of apps aesthetics on revisit intentions of food delivery apps: The mediating role of pleasure and arousal," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
    3. Joseph A. Cazier & Benjamin B. M. Shao & Robert D. St. Louis, 2007. "Sharing information and building trust through value congruence," Information Systems Frontiers, Springer, vol. 9(5), pages 515-529, November.
    4. Khim-Yong Goh & Cheng-Suang Heng & Zhijie Lin, 2013. "Social Media Brand Community and Consumer Behavior: Quantifying the Relative Impact of User- and Marketer-Generated Content," Information Systems Research, INFORMS, vol. 24(1), pages 88-107, March.
    5. Mansoora Ahmed & Sun Zehou & Syed Ali Raza & Muhammad Asif Qureshi & Sara Qamar Yousufi, 2020. "Impact of CSR and environmental triggers on employee green behavior: The mediating effect of employee well‐being," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 27(5), pages 2225-2239, September.
    6. Prarawan Senachai & Puthipong Julagasigorn, 2024. "Retail mix instruments influencing customer perceived value and customer engagement: a conceptual framework and research agenda," Palgrave Communications, Palgrave Macmillan, vol. 11(1), pages 1-14, December.
    7. Tibert Verhagen & Daniel Bloemers, 2018. "Exploring the cognitive and affective bases of online purchase intentions: a hierarchical test across product types," Electronic Commerce Research, Springer, vol. 18(3), pages 537-561, September.
    8. Moradi, Masoud & Dass, Mayukh & Kumar, Piyush, 2023. "Differential effects of analytical versus emotional rhetorical style on review helpfulness," Journal of Business Research, Elsevier, vol. 154(C).
    9. Möhlmann, Mareike, 2021. "Unjustified trust beliefs: Trust conflation on sharing economy platforms," Research Policy, Elsevier, vol. 50(3).
    10. Al-Adwan, Ahmad Samed & Al-Debei, Mutaz M. & Dwivedi, Yogesh K., 2022. "E-commerce in high uncertainty avoidance cultures: The driving forces of repurchase and word-of-mouth intentions," Technology in Society, Elsevier, vol. 71(C).
    11. Ana Cláudia Amaro & Luisa M. Martinez & Filipe R. Ramos & Karla Menezes & Silvio Menezes, 2023. "An overstimulated consumer in a highly visual world: the moderating effect of the highly sensitive person trait on the attitude towards the ad," Electronic Commerce Research, Springer, vol. 23(3), pages 1429-1458, September.
    12. Shobeiri, Saeed & Laroche, Michel & Mazaheri, Ebrahim, 2013. "Shaping e-retailer’s website personality: The importance of experiential marketing," Journal of Retailing and Consumer Services, Elsevier, vol. 20(1), pages 102-110.
    13. Lin, Tung-Ching & Huang, Shiu-Li & Hsu, Chieh-Ju, 2015. "A dual-factor model of loyalty to IT product – The case of smartphones," International Journal of Information Management, Elsevier, vol. 35(2), pages 215-228.
    14. Parise, Salvatore & Guinan, Patricia J. & Kafka, Ron, 2016. "Solving the crisis of immediacy: How digital technology can transform the customer experience," Business Horizons, Elsevier, vol. 59(4), pages 411-420.
    15. Pierre Volle & Ahmed Anis Charfi, 2011. "Valeur perçue et comportements en ligne en état d'immersion : le rôle modérateur de l'implication et de l'expertise," Post-Print halshs-00638649, HAL.
    16. Yoshida, Masayuki, 2017. "Consumer experience quality: A review and extension of the sport management literature," Sport Management Review, Elsevier, vol. 20(5), pages 427-442.
    17. Bartikowski, Boris & Richard, Marie-Odile & Gierl, Heribert, 2023. "Fit or misfit of culture in marketing communication? Development of the culture-ladenness fit index," Journal of Business Research, Elsevier, vol. 167(C).
    18. Mazaheri, Ebrahim & Richard, Marie-Odile & Laroche, Michel, 2011. "Online consumer behavior: Comparing Canadian and Chinese website visitors," Journal of Business Research, Elsevier, vol. 64(9), pages 958-965, September.
    19. Yanni Ping & Chelsey Hill & Yun Zhu & Jorge Fresneda, 2023. "Antecedents and consequences of the key opinion leader status: an econometric and machine learning approach," Electronic Commerce Research, Springer, vol. 23(3), pages 1459-1484, September.
    20. Zhao Wang & Cuiqing Jiang & Huimin Zhao, 2022. "Know Where to Invest: Platform Risk Evaluation in Online Lending," Information Systems Research, INFORMS, vol. 33(3), pages 765-783, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:16:y:2024:i:6:p:2271-:d:1353789. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.