IDEAS home Printed from https://ideas.repec.org/a/spr/eurasi/v13y2023i4d10.1007_s40821-022-00221-4.html
   My bibliography  Save this article

What people talk about online and what they intend to do: related perspectives from text mining and path analysis

Author

Listed:
  • Sheng-Yen Chang

    (NTUST)

  • Virginia Bodolica

    (American University of Sharjah)

  • Huei-Hsia Hsu

    (CUST)

  • Hsi-Peng Lu

    (NTUST)

Abstract

Nowadays, it remains unclear whether the accumulation of Internet buzz can accurately predict customer preferences and buying intentions. We study two related perspectives with regard to what people talk about online and what they intend to do in the adoption phase to offer advice to companies aiming to excel in online marketing efforts. Drawing on the consumption value theory, we examine buyers’ discussions about and intention to use wearable devices for a sample of consumers in Taiwan. A framework is advanced to explore the results of big data analysis employing text-mining techniques (i.e., what people talk about) and survey-based research using structural equation modelling (i.e., what people intend to do). Functional, emotional and conditional values surfaced as the highest Internet buzzes of wearable devices. Conversely, emotional, epistemic and functional values emerged as the most influential drivers of customers’ adoption intention. Our findings suggest that different value dimensions are relevant at different points of the purchase-related decision-making process. Some values animate Internet discussions that pertain to the pre-purchase information search stage, and others appear significant during the formation of people’s purchase intentions. We discuss the theoretical and practical implications of our study and provide suggestions for future research.

Suggested Citation

  • Sheng-Yen Chang & Virginia Bodolica & Huei-Hsia Hsu & Hsi-Peng Lu, 2023. "What people talk about online and what they intend to do: related perspectives from text mining and path analysis," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 13(4), pages 931-956, December.
  • Handle: RePEc:spr:eurasi:v:13:y:2023:i:4:d:10.1007_s40821-022-00221-4
    DOI: 10.1007/s40821-022-00221-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s40821-022-00221-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s40821-022-00221-4?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. Langley, David J. & Hoeve, Maarten C. & Ortt, J. Roland & Pals, Nico & van der Vecht, Bob, 2014. "Patterns of Herding and their Occurrence in an Online Setting," Journal of Interactive Marketing, Elsevier, vol. 28(1), pages 16-25.
    2. Herr, Paul M & Kardes, Frank R & Kim, John, 1991. "Effects of Word-of-Mouth and Product-Attribute Information on Persuasion: An Accessibility-Diagnosticity Perspective," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 17(4), pages 454-462, March.
    3. Gandomi, Amir & Haider, Murtaza, 2015. "Beyond the hype: Big data concepts, methods, and analytics," International Journal of Information Management, Elsevier, vol. 35(2), pages 137-144.
    4. McCracken, Grant, 1986. "Culture and Consumption: A Theoretical Account of the Structure and Movement of the Cultural Meaning of Consumer Goods," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 13(1), pages 71-84, June.
    5. Divakaran, Pradeep Kumar Ponnamma & Palmer, Adrian & Søndergaard, Helle Alsted & Matkovskyy, Roman, 2017. "Pre-launch Prediction of Market Performance for Short Lifecycle Products Using Online Community Data," Journal of Interactive Marketing, Elsevier, vol. 38(C), pages 12-28.
    6. Overby, Jeffrey W. & Lee, Eun-Ju, 2006. "The effects of utilitarian and hedonic online shopping value on consumer preference and intentions," Journal of Business Research, Elsevier, vol. 59(10-11), pages 1160-1166, October.
    7. Gonçalves, Helena Martins & Lourenço, Tiago Ferreira & Silva, Graça Miranda, 2016. "Green buying behavior and the theory of consumption values: A fuzzy-set approach," Journal of Business Research, Elsevier, vol. 69(4), pages 1484-1491.
    8. Stokburger-Sauer, Nicola & Ratneshwar, S. & Sen, Sankar, 2012. "Drivers of consumer–brand identification," International Journal of Research in Marketing, Elsevier, vol. 29(4), pages 406-418.
    9. Yeh, Ching-Hsuan & Wang, Yi-Shun & Yieh, Kaili, 2016. "Predicting smartphone brand loyalty: Consumer value and consumer-brand identification perspectives," International Journal of Information Management, Elsevier, vol. 36(3), pages 245-257.
    10. Ledden, Lesley & Kalafatis, Stavros P. & Samouel, Phillip, 2007. "The relationship between personal values and perceived value of education," Journal of Business Research, Elsevier, vol. 60(9), pages 965-974, September.
    11. Sheth, Jagdish N. & Newman, Bruce I. & Gross, Barbara L., 1991. "Why we buy what we buy: A theory of consumption values," Journal of Business Research, Elsevier, vol. 22(2), pages 159-170, March.
    12. Kumar, Minu & Noble, Charles H., 2016. "Beyond form and function: Why do consumers value product design?," Journal of Business Research, Elsevier, vol. 69(2), pages 613-620.
    13. Dina Mayzlin, 2006. "Promotional Chat on the Internet," Marketing Science, INFORMS, vol. 25(2), pages 155-163, 03-04.
    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. Laura Grassi, 2024. "In a world of Open Finance, are customers willing to share data? An analysis of the data-driven insurance business," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 14(3), pages 727-753, September.

    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. Mark Ng & Monica Law & Ka-fu Kevin Lin, 2024. "Determinants of smartphone brand switching intention of consumers in Hong Kong," Journal of Marketing Analytics, Palgrave Macmillan, vol. 12(2), pages 275-289, June.
    2. Confente, Ilenia & Scarpi, Daniele & Russo, Ivan, 2020. "Marketing a new generation of bio-plastics products for a circular economy: The role of green self-identity, self-congruity, and perceived value," Journal of Business Research, Elsevier, vol. 112(C), pages 431-439.
    3. Wang, Chao & Yang, Jae-Jang & Zhang, Xinyu & Lee, Yong-Ki, 2024. "Does value orientation predict buying intention of new energy vehicles?," Transport Policy, Elsevier, vol. 153(C), pages 68-75.
    4. Baek, Eunsoo & Oh, Ga-Eun (Grace), 2021. "Diverse values of fashion rental service and contamination concern of consumers," Journal of Business Research, Elsevier, vol. 123(C), pages 165-175.
    5. Hemonnet-Goujot, Aurélie & Valette-Florence, Pierre, 2022. "“All you need is love” from product design value perception to luxury brand love: An integrated framework," Journal of Business Research, Elsevier, vol. 139(C), pages 1463-1475.
    6. Muthaffar, Aisha & Vilches-Montero, Sonia, 2023. "Empowering retailers: A bounded rationality perspective to enhancing omnichannel journey satisfaction," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    7. Abdul Rauf & Ameer Muhammad Aamir Abbas & Asim Rafiq & Saifullah Shakir & Saira Abid, 2022. "The Impact of Political Instability, Food Prices, and Crime Rate on Tourism: A Way toward Sustainable Tourism in Pakistan," Sustainability, MDPI, vol. 14(24), pages 1-17, December.
    8. Elvira Ismagilova & Emma L. Slade & Nripendra P. Rana & Yogesh K. Dwivedi, 2020. "The Effect of Electronic Word of Mouth Communications on Intention to Buy: A Meta-Analysis," Information Systems Frontiers, Springer, vol. 22(5), pages 1203-1226, October.
    9. Chakravarty, Anindita & Liu, Yong & Mazumdar, Tridib, 2010. "The Differential Effects of Online Word-of-Mouth and Critics' Reviews on Pre-release Movie Evaluation," Journal of Interactive Marketing, Elsevier, vol. 24(3), pages 185-197.
    10. Agnieszka Zablocki & Bodo Schlegelmilch & Michael J. Houston, 2019. "How valence, volume and variance of online reviews influence brand attitudes," AMS Review, Springer;Academy of Marketing Science, vol. 9(1), pages 61-77, June.
    11. Nosica RIZKALLA & Deyna Dwitama SETIADI, 2020. "Appraising The Influence Of Theory Of Consumption Values On Environmentally-Friendly Product Purchase Intention In Indonesia," Management and Marketing Journal, University of Craiova, Faculty of Economics and Business Administration, vol. 0(1), pages 7-25, May.
    12. Magdalena Grębosz-Krawczyk & Agnieszka Zakrzewska-Bielawska & Beata Glinka & Aldona Glińska-Neweś, 2021. "Why Do Consumers Choose Photovoltaic Panels? Identification of the Factors Influencing Consumers’ Choice Behavior regarding Photovoltaic Panel Installations," Energies, MDPI, vol. 14(9), pages 1-20, May.
    13. Karolina Bielawska & Magdalena Grebosz-Krawczyk, 2021. "Consumers’ Choice Behaviour Toward Green Clothing," European Research Studies Journal, European Research Studies Journal, vol. 0(2), pages 238-256.
    14. Xiaoyun Zhang & Feng Dong, 2020. "Why Do Consumers Make Green Purchase Decisions? Insights from a Systematic Review," IJERPH, MDPI, vol. 17(18), pages 1-25, September.
    15. Ashutosh Tiwari & Timothy J. Richards, 2016. "Social Networks and Restaurant Ratings," Agribusiness, John Wiley & Sons, Ltd., vol. 32(2), pages 153-174, April.
    16. Nina Petreska & Jana Prodanova & Ljupco Kocarev, 2023. "Should I Leave My Country? Higher Education Value Shaping Students’ Satisfaction and Brain Drain Intentions in Western Balkans," SAGE Open, , vol. 13(4), pages 21582440231, November.
    17. Heetae Yang & Hwansoo Lee, 2019. "Understanding user behavior of virtual personal assistant devices," Information Systems and e-Business Management, Springer, vol. 17(1), pages 65-87, March.
    18. Richards, Timothy J. & Tiwari, Ashutosh, 2014. "Social Networks and Restaurant Choice," 2014 AAEA/EAAE/CAES Joint Symposium: Social Networks, Social Media and the Economics of Food, May 29-30, 2014, Montreal, Canada 166112, Agricultural and Applied Economics Association.
    19. Le Wang & Paul Benjamin Lowry & Xin (Robert) Luo & Han Li, 2023. "Moving Consumers from Free to Fee in Platform-Based Markets: An Empirical Study of Multiplayer Online Battle Arena Games," Information Systems Research, INFORMS, vol. 34(1), pages 275-296, March.
    20. Akkhaporn Kokkhangplu & Wanida Onlamai & Tananat Chokpreedapanich & Kraisak Phikul, 2023. "What Predicts Behavioral Intention in Eco-Friendly Hotels? The Roles of Tourist’s Perceived Value and Satisfaction: A Case Study of Thailand," Sustainability, MDPI, vol. 15(4), pages 1-21, February.

    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:spr:eurasi:v:13:y:2023:i:4:d:10.1007_s40821-022-00221-4. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.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.