IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v14y2022i6p3533-d773285.html
   My bibliography  Save this article

Topic Modelling for Ski Resorts: An Analysis of Experience Attributes and Seasonality

Author

Listed:
  • Ziye Shang

    (Faculty of International Tourism and Management, City University of Macau, Macau, China)

  • Jian Ming Luo

    (Faculty of International Tourism and Management, City University of Macau, Macau, China)

  • Anthony Kong

    (School of Design, The Hong Kong Polytechnic University, Hong Kong, China)

Abstract

Knowing how to improve skiers’ experiences in ski resorts is vital for developing the ski industry. This study aims to provide a holistic understanding of the key attributes of skiers’ experiences and explore them in the context of seasonality. Based on the user-generated content of 14 ski resorts and the topic modelling and sentiment analysis method, a framework of skiing experience attributes was built. Compared with the seasonal data, the dynamic of skiers’ concerns and perceived performance was revealed. The skiers’ concerns in peak seasons and off seasons manifested different orientations. The results show that the relatively important attributes tend to have relatively low performance in the peak seasons. In off seasons, skiers emphasise non-skiing-oriented attributes. This study showcases that skier’s interests and evaluations of various experience attributes vary with seasons. The findings help to understand the skiers’ peak and supporting experiences, which could be used to build ski resorts management and seasonal hedging strategies.

Suggested Citation

  • Ziye Shang & Jian Ming Luo & Anthony Kong, 2022. "Topic Modelling for Ski Resorts: An Analysis of Experience Attributes and Seasonality," Sustainability, MDPI, vol. 14(6), pages 1-15, March.
    • Handle: RePEc:gam:jsusta:v:14:y:2022:i:6:p:3533-:d:773285
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/14/6/3533/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/14/6/3533/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Villamediana, Jenely & Küster, Inés & Vila, Natalia, 2019. "Destination engagement on Facebook: Time and seasonality," Annals of Tourism Research, Elsevier, vol. 79(C).
    2. Ziye Shang & Jian Ming Luo, 2022. "Topic Modeling for Hiking Trail Online Reviews: Analysis of the Mutianyu Great Wall," Sustainability, MDPI, vol. 14(6), pages 1-16, March.
    3. Jose J Padilla & Hamdi Kavak & Christopher J Lynch & Ross J Gore & Saikou Y Diallo, 2018. "Temporal and spatiotemporal investigation of tourist attraction visit sentiment on Twitter," PLOS ONE, Public Library of Science, vol. 13(6), pages 1-20, June.
    4. Martin Falk, 2015. "The Demand for Winter Sports: Empirical Evidence for the Largest French Ski-Lift Operator," Tourism Economics, , vol. 21(3), pages 561-580, June.
    5. Beyazıt, Mehmet Fuat & Koc, Erdogan, 2010. "An analysis of snow options for ski resort establishments," Tourism Management, Elsevier, vol. 31(5), pages 676-683.
    6. Erik Haugom & Iveta Malasevska, 2018. "Variable pricing and change in alpine skiing attendance," Tourism Economics, , vol. 24(8), pages 1029-1036, December.
    7. Xiaoshan He & Jian Ming Luo, 2020. "Relationship among Travel Motivation, Satisfaction and Revisit Intention of Skiers: A Case Study on the Tourists of Urumqi Silk Road Ski Resort," Administrative Sciences, MDPI, vol. 10(3), pages 1-13, August.
    8. Kenichi Shimamoto, 2019. "Examining the Seasonality of Travel-Related Expenditure by Travel Purpose: The Case of Japan," Academica Turistica - Tourism and Innovation Journal, University of Primorska Press, vol. 12(1), pages 55-72.
    9. Yeongbae Choe & Hany Kim & Hyo-Jae Joun, 2019. "Differences in Tourist Behaviors across the Seasons: The Case of Northern Indiana," Sustainability, MDPI, vol. 11(16), pages 1-16, August.
    10. Olga Goncalves & Elisabeth Robinot & Hélène Michel, 2015. "Does It Pay to Be Green? The Case of French Ski Resorts," Grenoble Ecole de Management (Post-Print) hal-01591790, HAL.
    11. Falk, Martin, 2010. "A dynamic panel data analysis of snow depth and winter tourism," Tourism Management, Elsevier, vol. 31(6), pages 912-924.
    12. Lydie Bonnefoy-Claudet & Nabil Ghantous, 2013. "Emotions' Impact on Tourists' Satisfaction with Ski Resorts. The Mediating Role of Perceived Value," Post-Print hal-00946206, HAL.
    13. Malasevska, Iveta & Haugom, Erik, 2018. "Optimal prices for alpine ski passes," Tourism Management, Elsevier, vol. 64(C), pages 291-302.
    14. Olga Goncalves & Elisabeth Robinot & Hélène Michel, 2015. "Does It Pay to Be Green? The Case of French Ski Resorts," Post-Print hal-01591790, HAL.
    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. Aurélie Corne & Olga Goncalves & Nicolas Peypoch, 2020. "Evaluating the performance drivers of French ski resorts: A hierarchical approach," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 41(3), pages 389-405, April.
    2. Falk, Martin & Vanat, Laurent, 2016. "Gains from investments in snowmaking facilities," Ecological Economics, Elsevier, vol. 130(C), pages 339-349.
    3. Martin Falk & Robert Steiger, 2020. "Size facilitates profitable ski lift operations," Tourism Economics, , vol. 26(7), pages 1197-1211, November.
    4. Iveta Malasevska & Erik Haugom & Gudbrand Lien, 2017. "Modelling and forecasting alpine skier visits," Tourism Economics, , vol. 23(3), pages 669-679, May.
    5. Eduard Cristobal-Fransi & Natalia Daries & Antoni Serra-Cantallops & José Ramón-Cardona & Maria Zorzano, 2018. "Ski Tourism and Web Marketing Strategies: The Case of Ski Resorts in France and Spain," Sustainability, MDPI, vol. 10(8), pages 1-24, August.
    6. Steiger, Robert & Posch, Eva & Tappeiner, Gottfried & Walde, Janette, 2020. "The impact of climate change on demand of ski tourism - a simulation study based on stated preferences," Ecological Economics, Elsevier, vol. 170(C).
    7. Marius Mayer & O. Cenk Demiroglu & Oguzhan Ozcelebi, 2018. "Microclimatic Volatility and Elasticity of Glacier Skiing Demand," Sustainability, MDPI, vol. 10(10), pages 1-14, October.
    8. Hannes Wallimann, 2022. "A complementary product of a nearby ski lift company," Tourism Economics, , vol. 28(2), pages 418-434, March.
    9. Alessio Emanuele Biondo & Roberto Cellini & Tiziana Cuccia, 2020. "Choices on museum attendance: An agent‐based approach," Metroeconomica, Wiley Blackwell, vol. 71(4), pages 882-897, November.
    10. Peter Fuleky & Carl S. Bonham & Qianxue Zhao, 2013. "Estimating Demand Elasticities in Non-Stationary Panels: The Case of Hawaii's Tourism Industry," Working Papers 201314, University of Hawaii at Manoa, Department of Economics.
    11. Hongchao Zhang & Jordan W. Smith, 2018. "Weather and Air Quality Drive the Winter Use of Utah’s Big and Little Cottonwood Canyons," Sustainability, MDPI, vol. 10(10), pages 1-12, October.
    12. Jordi Moreno-Gené & Laura Sánchez-Pulido & Eduard Cristobal-Fransi & Natalia Daries, 2018. "The Economic Sustainability of Snow Tourism: The Case of Ski Resorts in Austria, France, and Italy," Sustainability, MDPI, vol. 10(9), pages 1-20, August.
    13. Yong Gao & Yuanyuan Chen & Lan Mu & Shize Gong & Pengcheng Zhang & Yu Liu, 2022. "Measuring urban sentiments from social media data: a dual-polarity metric approach," Journal of Geographical Systems, Springer, vol. 24(2), pages 199-221, April.
    14. David Boto‐García & Antonio Alvarez & José Baños, 2021. "Modelling heterogeneous preferences for nature‐based tourism trips," Papers in Regional Science, Wiley Blackwell, vol. 100(6), pages 1625-1653, December.
    15. Gabriela Carmen Pascariu & Bogdan-Constantin Ibanescu, 2018. "Determinants and Implications of the Tourism Multiplier Effect in EU Economies. Towards a Core-Periphery Pattern?," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 20(S12), pages 982-982, November.
    16. Robert Steiger & Eva Posch & Gottfried Tappeiner & Janette Walde, 2020. "Effects of climate change on tourism demand considering individual seasonal preferences," Working Papers 2020-08, Faculty of Economics and Statistics, University of Innsbruck.
    17. Guizzardi, Andrea & Pons, Flavio Maria Emanuele & Angelini, Giovanni & Ranieri, Ercolino, 2021. "Big data from dynamic pricing: A smart approach to tourism demand forecasting," International Journal of Forecasting, Elsevier, vol. 37(3), pages 1049-1060.
    18. Erik Haugom & Iveta Malasevska, 2018. "Variable pricing and change in alpine skiing attendance," Tourism Economics, , vol. 24(8), pages 1029-1036, December.
    19. repec:hae:wpaper:2013-2 is not listed on IDEAS
    20. Shoukat Ali & Ramiz Ur Rehman & Muhammad Ishfaq Ahmad & Joe Ueng, 2021. "Does Board Diversity Attract Foreign Institutional Ownership? Insights from the Chinese Equity Market," JRFM, MDPI, vol. 14(11), pages 1-15, October.
    21. Jianping Zhu & Futian Weng & Muni Zhuang & Xin Lu & Xu Tan & Songjie Lin & Ruoyi Zhang, 2022. "Revealing Public Opinion towards the COVID-19 Vaccine with Weibo Data in China: BertFDA-Based Model," IJERPH, MDPI, vol. 19(20), pages 1-26, October.

    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:14:y:2022:i:6:p:3533-:d:773285. 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.