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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
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    1. 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.
    2. 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.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    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. 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.
    9. 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.
    10. 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.
    11. Dina Mayzlin, 2006. "Promotional Chat on the Internet," Marketing Science, INFORMS, vol. 25(2), pages 155-163, 03-04.
    12. 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.
    13. 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.
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    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.

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