IDEAS home Printed from https://ideas.repec.org/a/eee/jbrese/v139y2022icp1366-1377.html
   My bibliography  Save this article

Utilizing text-mining to explore consumer happiness within tourism destinations

Author

Listed:
  • Garner, Benjamin
  • Thornton, Corliss
  • Luo Pawluk, Anita
  • Mora Cortez, Roberto
  • Johnston, Wesley
  • Ayala, Cesar

Abstract

Under growing pressure to demonstrate its societal value, marketing research has the opportunity to focus more on increasing our understanding of consumer happiness. The present research uses topic modeling to interpret and categorize comments from Yelp.com reviews about travel dimensions. In addition, sentiment analysis was used to capture the number of positive and negative words in each review. The data analysis is used to extract and explore the dominant consumer emotions surrounding travel. This research contributes to the practice of marketing and society more broadly by providing an understanding of how memorable experiences are shaped in the travel context and also by demonstrating how machine learning (text mining) can help better understand concepts relating to consumer happiness and well-being.

Suggested Citation

  • Garner, Benjamin & Thornton, Corliss & Luo Pawluk, Anita & Mora Cortez, Roberto & Johnston, Wesley & Ayala, Cesar, 2022. "Utilizing text-mining to explore consumer happiness within tourism destinations," Journal of Business Research, Elsevier, vol. 139(C), pages 1366-1377.
    • Handle: RePEc:eee:jbrese:v:139:y:2022:i:c:p:1366-1377
    DOI: 10.1016/j.jbusres.2021.08.025
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0148296321005853
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.jbusres.2021.08.025?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Artem Timoshenko & John R. Hauser, 2019. "Identifying Customer Needs from User-Generated Content," Marketing Science, INFORMS, vol. 38(1), pages 1-20, January.
    2. J.J. Brakus & B.H. Schmitt & L. Zarantonello, 2009. "Brand Experience: What Is It? How Do We Measure It? And Does It Affect Loyalty?," Post-Print hal-00799102, HAL.
    3. Gaston-Breton, Charlotte & Sørensen, Elin Brandi & Thomsen, Thyra Uth, 2020. "“I want to break free!” How experiences of freedom foster consumer happiness," Journal of Business Research, Elsevier, vol. 121(C), pages 22-32.
    4. Rebecca Hamilton & Debora Thompson & Sterling Bone & Lan Nguyen Chaplin & Vladas Griskevicius & Kelly Goldsmith & Ronald Hill & Deborah Roedder John & Chiraag Mittal & Thomas O’Guinn & Paul Piff & Car, 2019. "The effects of scarcity on consumer decision journeys," Journal of the Academy of Marketing Science, Springer, vol. 47(3), pages 532-550, May.
    5. Jeroen Nawijn, 2011. "Happiness Through Vacationing: Just a Temporary Boost or Long-Term Benefits?," Journal of Happiness Studies, Springer, vol. 12(4), pages 651-665, August.
    6. Hosany, Sameer & Prayag, Girish, 2013. "Patterns of tourists' emotional responses, satisfaction, and intention to recommend," Journal of Business Research, Elsevier, vol. 66(6), pages 730-737.
    7. Wilson Bastos & Merrie Brucks, 2017. "How and Why Conversational Value Leads to Happiness for Experiential and Material Purchases," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 44(3), pages 598-612.
    8. Grün, Bettina & Hornik, Kurt, 2011. "topicmodels: An R Package for Fitting Topic Models," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 40(i13).
    9. Gierl, Heribert & Huettl, Verena, 2010. "Are scarce products always more attractive? The interaction of different types of scarcity signals with products' suitability for conspicuous consumption," International Journal of Research in Marketing, Elsevier, vol. 27(3), pages 225-235.
    10. Chen, Yong & Li, Xiang (Robert), 2018. "Does a happy destination bring you happiness? Evidence from Swiss inbound tourism," Tourism Management, Elsevier, vol. 65(C), pages 256-266.
    11. Feinerer, Ingo & Hornik, Kurt & Meyer, David, 2008. "Text Mining Infrastructure in R," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 25(i05).
    12. Sugathan, Praveen & Ranjan, Kumar Rakesh, 2019. "Co-creating the tourism experience," Journal of Business Research, Elsevier, vol. 100(C), pages 207-217.
    13. Ageeva, Elena & Foroudi, Pantea, 2019. "Tourists' destination image through regional tourism: From supply and demand sides perspectives," Journal of Business Research, Elsevier, vol. 101(C), pages 334-348.
    14. Ram, Y. & Björk, P. & Weidenfeld, A., 2016. "Authenticity and place attachment of major visitor attractions," Tourism Management, Elsevier, vol. 52(C), pages 110-122.
    15. Kim, Jong-Hyeong, 2014. "The antecedents of memorable tourism experiences: The development of a scale to measure the destination attributes associated with memorable experiences," Tourism Management, Elsevier, vol. 44(C), pages 34-45.
    16. Ahn, Taehong & Ekinci, Yuksel & Li, Gang, 2013. "Self-congruence, functional congruence, and destination choice," Journal of Business Research, Elsevier, vol. 66(6), pages 719-723.
    17. Berezan, Orie & Krishen, Anjala S. & Agarwal, Shaurya & Kachroo, Pushkin, 2018. "The pursuit of virtual happiness: Exploring the social media experience across generations," Journal of Business Research, Elsevier, vol. 89(C), pages 455-461.
    18. Jordan Etkin & Cassie Mogilner, 2016. "Does Variety Among Activities Increase Happiness?," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 43(2), pages 210-229.
    19. Binswanger, Mathias, 2006. "Why does income growth fail to make us happier?: Searching for the treadmills behind the paradox of happiness," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 35(2), pages 366-381, April.
    20. Leonardo Nicolao & Julie R. Irwin & Joseph K. Goodman, 2009. "Happiness for Sale: Do Experiential Purchases Make Consumers Happier than Material Purchases?," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 36(2), pages 188-198.
    21. Holbrook, Morris B & Hirschman, Elizabeth C, 1982. "The Experiential Aspects of Consumption: Consumer Fantasies, Feelings, and Fun," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 9(2), pages 132-140, September.
    22. Joachim Büschken & Greg M. Allenby, 2016. "Sentence-Based Text Analysis for Customer Reviews," Marketing Science, INFORMS, vol. 35(6), pages 953-975, November.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Yoganathan, Vignesh & Osburg, Victoria-Sophie, 2024. "The mind in the machine: Estimating mind perception's effect on user satisfaction with voice-based conversational agents," Journal of Business Research, Elsevier, vol. 175(C).
    2. Oetzel, Sebastian & Graf, Denise, 2023. "Fragen oder Zuhören? Ein Vergleich von Kundenbefragungen und User Generated Content," PraxisWISSEN Marketing: German Journal of Marketing, AfM – Arbeitsgemeinschaft für Marketing, vol. 8(01/2023), pages 91-107.
    3. Zheng Cao & Heng Xu & Brian Sheng-Xian Teo, 2023. "Sentiment of Chinese Tourists towards Malaysia Cultural Heritage Based on Online Travel Reviews," Sustainability, MDPI, vol. 15(4), pages 1-17, February.
    4. Wu, Jie & Zhao, Narisa & Yang, Tong, 2024. "Wisdom of crowds: SWOT analysis based on hybrid text mining methods using online reviews," Journal of Business Research, Elsevier, vol. 171(C).
    5. Wei Yang & Qiuxia Chen & Yanyue Dao & Xiaoting Huang & Weifang Shao, 2022. "Ecological Civilization and High-Quality Development: Do Tourism Industry and Technological Progress Affect Ecological Economy Development?," IJERPH, MDPI, vol. 20(1), pages 1-25, December.

    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. Kumar, Ajay & Paul, Justin & StarÄ ević, SlaÄ‘ana, 2021. "Do brands make consumers happy?- A masstige theory perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 58(C).
    2. Blanca Hernández-Ortega & José L. Franco, 2019. "Developing a new conceptual framework for experience and value creation," Service Business, Springer;Pan-Pacific Business Association, vol. 13(2), pages 225-248, June.
    3. Enrique Bigne & Carla Ruiz & Carmen Perez-Cabañero & Antonio Cuenca, 2023. "Are customer star ratings and sentiments aligned? A deep learning study of the customer service experience in tourism destinations," Service Business, Springer;Pan-Pacific Business Association, vol. 17(1), pages 281-314, March.
    4. Zogaj, Adnan & Olk, Stephan & Tscheulin, Dieter K., 2019. "Go pop-up: Effects of temporary retail on product- and brand-related consumer reactions," Journal of Retailing and Consumer Services, Elsevier, vol. 50(C), pages 111-121.
    5. Monika Monika & Ferdi Antonio, 2022. "How Superhero Characters Shape Brand Alliances and Leverage the Local Brand: The Evidence from Indonesia," Businesses, MDPI, vol. 2(1), pages 1-21, February.
    6. Dwivedi, Abhishek & Nayeem, Tahmid & Murshed, Feisal, 2018. "Brand experience and consumers’ willingness-to-pay (WTP) a price premium: Mediating role of brand credibility and perceived uniqueness," Journal of Retailing and Consumer Services, Elsevier, vol. 44(C), pages 100-107.
    7. JooSeok Oh & Timothy Paul Connerton & Hyun-Jung Kim, 2019. "The Rediscovery of Brand Experience Dimensions with Big Data Analysis: Building for a Sustainable Brand," Sustainability, MDPI, vol. 11(19), pages 1-21, September.
    8. Gallo, Iñigo & Townsend, Claudia & Alegre, Inés, 2019. "Experiential product framing and its influence on the creation of consumer reviews," Journal of Business Research, Elsevier, vol. 98(C), pages 177-190.
    9. Matos, Nelson & Mendes, Julio & Pinto, Patrícia, 2015. "The Role of Imagery and Experiences in the Construction of a Tourism Destination Image," Journal of Tourism, Sustainability and Well-being, Cinturs - Research Centre for Tourism, Sustainability and Well-being, University of Algarve, vol. 3(2), pages 135-154.
    10. Siwarit Pongsakornrungsilp & Pimlapas Pongsakornrungsilp & Theeranuch Pusaksrikit & Pimmada Wichasin & Vikas Kumar, 2021. "Co-Creating a Sustainable Regional Brand from Multiple Sub-Brands: The Andaman Tourism Cluster of Thailand," Sustainability, MDPI, vol. 13(16), pages 1-23, August.
    11. Daoud, Adel & Kohl, Sebastian, 2016. "How much do sociologists write about economic topics? Using big data to test some conventional views in economic sociology, 1890 to 2014," MPIfG Discussion Paper 16/7, Max Planck Institute for the Study of Societies.
    12. Ma, Jianfeng & Tu, Hongwei & Zhang, Pan & Fan, Lele & Cheng, Bao & Ma, Jie, 2021. "Can work–family conflict influence purchase preference? Experiential vs. material consumption," Journal of Business Research, Elsevier, vol. 135(C), pages 620-632.
    13. 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.
    14. Dörnyei, Krisztina Rita & Lunardo, Renaud, 2021. "When limited edition packages backfire: The role of emotional value, typicality and need for uniqueness," Journal of Business Research, Elsevier, vol. 137(C), pages 233-243.
    15. Holand, Øystein & Contiero, Barbara & Næss, Marius W. & Cozzi, Giulio, 2024. "“The Times They Are A-Changin' “ – research trends and perspectives of reindeer pastoralism – A review using text mining and topic modelling," Land Use Policy, Elsevier, vol. 136(C).
    16. Mahmoud Yasin & Lucia Porcu & Francisco Liébana-Cabanillas, 2019. "The Effect of Brand Experience on Customers’ Engagement Behavior within the Context of Online Brand Communities: The Impact on Intention to Forward Online Company-Generated Content," Sustainability, MDPI, vol. 11(17), pages 1-17, August.
    17. 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.
    18. Iivi Riivits-Arkonsuo & Anu Leppiman, 2015. "Young Consumers and their Brand Love," International Journal of Business and Social Research, MIR Center for Socio-Economic Research, vol. 5(10), pages 33-44, Octomber.
    19. Oetzel, Sebastian & Graf, Denise, 2023. "Fragen oder Zuhören? Ein Vergleich von Kundenbefragungen und User Generated Content," PraxisWISSEN Marketing: German Journal of Marketing, AfM – Arbeitsgemeinschaft für Marketing, vol. 8(01/2023), pages 91-107.
    20. Giacomo Del Chiappa & Giuseppe Melis & Marcello Atzeni, 2014. "Le emozioni come variabile di segmentazione e fattore di moderazione della soddisfazione in ambito museale," MERCATI & COMPETITIVIT?, FrancoAngeli Editore, vol. 2014(4), pages 19-38.

    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:eee:jbrese:v:139:y:2022:i:c:p:1366-1377. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbusres .

    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.