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27.06.2022 | Regular Article

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

verfasst von: Sheng-Yen Chang, Virginia Bodolica, Huei-Hsia Hsu, Hsi-Peng Lu

Erschienen in: Eurasian Business Review | Ausgabe 4/2023

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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.

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Literatur
Zurück zum Zitat Alghizzawi, M. (2019). A survey of the role of social media platforms in viral marketing: The influence of e-WoM. International Journal of Information Technology, 3(2), 54–60. Alghizzawi, M. (2019). A survey of the role of social media platforms in viral marketing: The influence of e-WoM. International Journal of Information Technology, 3(2), 54–60.
Zurück zum Zitat Bai, X. (2011). Predicting consumer sentiments from online text. Decision Support Systems, 50(4), 732–742.CrossRef Bai, X. (2011). Predicting consumer sentiments from online text. Decision Support Systems, 50(4), 732–742.CrossRef
Zurück zum Zitat Banfield, R., Eriksson, M., & Walkingshaw, N. (2017). Product Leadership: How Top Product Managers Launch Awesome Products and Build Successful Teams. O’Reilly Media Inc. Banfield, R., Eriksson, M., & Walkingshaw, N. (2017). Product Leadership: How Top Product Managers Launch Awesome Products and Build Successful Teams. O’Reilly Media Inc.
Zurück zum Zitat Barlow, J., & Maul, D. (2000). Emotional Value: Creating Strong Bonds with Your Customers. Berrett-Koehler Publishers. Barlow, J., & Maul, D. (2000). Emotional Value: Creating Strong Bonds with Your Customers. Berrett-Koehler Publishers.
Zurück zum Zitat Bodolica, V., & Kasih, B. (2021). Reimagining the post-pandemic industry of arts in the Arab world: Fast-tracked digital uplift or back to business as usual? Emerald Emerging Markets Case Studies, 11(3), 1–11.CrossRef Bodolica, V., & Kasih, B. (2021). Reimagining the post-pandemic industry of arts in the Arab world: Fast-tracked digital uplift or back to business as usual? Emerald Emerging Markets Case Studies, 11(3), 1–11.CrossRef
Zurück zum Zitat Bodolica, V., & Spraggon, M. (2018). An end-to-end process of writing and publishing influential literature review articles: Do’s and don’ts. Management Decision, 56(11), 2472–2486.CrossRef Bodolica, V., & Spraggon, M. (2018). An end-to-end process of writing and publishing influential literature review articles: Do’s and don’ts. Management Decision, 56(11), 2472–2486.CrossRef
Zurück zum Zitat Bodolica, V., Spraggon, M., & Abou Soueid, M. (2019). Innovation drivers and trends in the retail industry: An application to emerging markets and the case of the Gulf region. International Journal of Comparative Management, 2(1), 51–66.CrossRef Bodolica, V., Spraggon, M., & Abou Soueid, M. (2019). Innovation drivers and trends in the retail industry: An application to emerging markets and the case of the Gulf region. International Journal of Comparative Management, 2(1), 51–66.CrossRef
Zurück zum Zitat Bodolica, V., Spraggon, M., & Khaddage-Soboh, N. (2021). Air-travel services industry in the post-COVID-19: The GPS (Guard-Potentiate-Shape) model for crisis navigation. Tourism Review, 76(4), 942–961.CrossRef Bodolica, V., Spraggon, M., & Khaddage-Soboh, N. (2021). Air-travel services industry in the post-COVID-19: The GPS (Guard-Potentiate-Shape) model for crisis navigation. Tourism Review, 76(4), 942–961.CrossRef
Zurück zum Zitat Bronner, F., & De Hoog, R. (2019). Comparing conspicuous consumption across different experiential products: Culture and leisure. International Journal of Market Research, 61(4), 430–446.CrossRef Bronner, F., & De Hoog, R. (2019). Comparing conspicuous consumption across different experiential products: Culture and leisure. International Journal of Market Research, 61(4), 430–446.CrossRef
Zurück zum Zitat Chang, H. S., Lee, S. C., & Ji, Y. G. (2016). Wearable device adoption model with TAM and TTF. International Journal of Mobile Communications, 14(5), 518–537.CrossRef Chang, H. S., Lee, S. C., & Ji, Y. G. (2016). Wearable device adoption model with TAM and TTF. International Journal of Mobile Communications, 14(5), 518–537.CrossRef
Zurück zum Zitat Chen, K. J., & You, J. M. (2002). A study on word similarity using context vector models. International Journal of Computational Linguistics & Chinese Language Processing, 7(2), 37–58. Chen, K. J., & You, J. M. (2002). A study on word similarity using context vector models. International Journal of Computational Linguistics & Chinese Language Processing, 7(2), 37–58.
Zurück zum Zitat Chen, Y. C., Shang, R. A., & Lin, A. K. (2008). The intention to download music files in a P2P environment: Consumption value, fashion, and ethical decision perspectives. Electronic Commerce Research and Applications, 7(4), 411–422.CrossRef Chen, Y. C., Shang, R. A., & Lin, A. K. (2008). The intention to download music files in a P2P environment: Consumption value, fashion, and ethical decision perspectives. Electronic Commerce Research and Applications, 7(4), 411–422.CrossRef
Zurück zum Zitat Cheng, J. M. S., Wang, E. S. T., Lin, J. Y. C., & Vivek, S. D. (2009). Why do customers utilize the internet as a retailing platform? A view from consumer perceived value. Asia Pacific Journal of Marketing and Logistics, 21(1), 144–160.CrossRef Cheng, J. M. S., Wang, E. S. T., Lin, J. Y. C., & Vivek, S. D. (2009). Why do customers utilize the internet as a retailing platform? A view from consumer perceived value. Asia Pacific Journal of Marketing and Logistics, 21(1), 144–160.CrossRef
Zurück zum Zitat Cheung, C. M., & Thadani, D. R. (2012). The impact of electronic word-of-mouth communication: A literature analysis and integrative model. Decision Support Systems, 54(1), 461–470.CrossRef Cheung, C. M., & Thadani, D. R. (2012). The impact of electronic word-of-mouth communication: A literature analysis and integrative model. Decision Support Systems, 54(1), 461–470.CrossRef
Zurück zum Zitat Daugherty, T., & Hoffman, E. (2014). e-WoM and the importance of capturing consumer attention within social media. Journal of Marketing Communications, 20(1–2), 82–102.CrossRef Daugherty, T., & Hoffman, E. (2014). e-WoM and the importance of capturing consumer attention within social media. Journal of Marketing Communications, 20(1–2), 82–102.CrossRef
Zurück zum Zitat Dewan, S., & Ramaprasad, J. (2014). Social media, traditional media, and music sales. MIS Quarterly, 38(1), 101–122.CrossRef Dewan, S., & Ramaprasad, J. (2014). Social media, traditional media, and music sales. MIS Quarterly, 38(1), 101–122.CrossRef
Zurück zum Zitat Divakaran, P. K. P., Palmer, A., Søndergaard, H. A., & Matkovskyy, R. (2017). Pre-launch prediction of market performance for short lifecycle products using online community data. Journal of Interactive Marketing, 38, 12–28.CrossRef Divakaran, P. K. P., Palmer, A., Søndergaard, H. A., & Matkovskyy, R. (2017). Pre-launch prediction of market performance for short lifecycle products using online community data. Journal of Interactive Marketing, 38, 12–28.CrossRef
Zurück zum Zitat Dodds, W. B., Monroe, K. B., & Grewal, D. (1991). Effects of price, brand, and store information on buyers’ product evaluations. Journal of Marketing Research, 28(3), 307–319. Dodds, W. B., Monroe, K. B., & Grewal, D. (1991). Effects of price, brand, and store information on buyers’ product evaluations. Journal of Marketing Research, 28(3), 307–319.
Zurück zum Zitat Drucker, P. F. (2006). Innovation and Entrepreneurship: Practices and Principles. Harper & Row. Drucker, P. F. (2006). Innovation and Entrepreneurship: Practices and Principles. Harper & Row.
Zurück zum Zitat Erkan, I., & Evans, C. (2016). The influence of e-WoM in social media on consumers’ purchase intentions: An extended approach to information adoption. Computers in Human Behavior, 61, 47–55.CrossRef Erkan, I., & Evans, C. (2016). The influence of e-WoM in social media on consumers’ purchase intentions: An extended approach to information adoption. Computers in Human Behavior, 61, 47–55.CrossRef
Zurück zum Zitat Fishbein, M., & Ajzen, I. (1974). Attitudes towards objects as predictors of single and multiple behavioral criteria. Psychological Review, 81(1), 59–74.CrossRef Fishbein, M., & Ajzen, I. (1974). Attitudes towards objects as predictors of single and multiple behavioral criteria. Psychological Review, 81(1), 59–74.CrossRef
Zurück zum Zitat Flaxman, S., Goel, S., & Rao, J. M. (2016). Filter bubbles, echo chambers, and online news consumption. Public Opinion Quarterly, 80(S1), 298–320.CrossRef Flaxman, S., Goel, S., & Rao, J. M. (2016). Filter bubbles, echo chambers, and online news consumption. Public Opinion Quarterly, 80(S1), 298–320.CrossRef
Zurück zum Zitat Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50.CrossRef Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50.CrossRef
Zurück zum Zitat Gandomi, A., & Haider, M. (2015). Beyond the hype: Big data concepts, methods, and analytics. International Journal of Information Management, 35(2), 137–144.CrossRef Gandomi, A., & Haider, M. (2015). Beyond the hype: Big data concepts, methods, and analytics. International Journal of Information Management, 35(2), 137–144.CrossRef
Zurück zum Zitat Geng, R., Wang, S., Chen, X., Song, D., & Yu, J. (2020). Content marketing in e-commerce platforms in the internet celebrity economy. Industrial Management & Data Systems, 120(3), 464–485.CrossRef Geng, R., Wang, S., Chen, X., Song, D., & Yu, J. (2020). Content marketing in e-commerce platforms in the internet celebrity economy. Industrial Management & Data Systems, 120(3), 464–485.CrossRef
Zurück zum Zitat Gonçalves, H. M., Lourenço, T. F., & Silva, G. M. (2016). Green buying behavior and the theory of consumption values: A fuzzy-set approach. Journal of Business Research, 69(4), 1484–1491.CrossRef Gonçalves, H. M., Lourenço, T. F., & Silva, G. M. (2016). Green buying behavior and the theory of consumption values: A fuzzy-set approach. Journal of Business Research, 69(4), 1484–1491.CrossRef
Zurück zum Zitat Hair, J. F., Hult, G. T. M., Ringle, C., & Sarstedt, M. (2016). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). Sage Publications. Hair, J. F., Hult, G. T. M., Ringle, C., & Sarstedt, M. (2016). A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM). Sage Publications.
Zurück zum Zitat Hair, J. F., Ringle, C. M., & Sarstedt, M. (2011). PLS-SEM: Indeed a silver bullet. Journal of Marketing Theory and Practice, 19(2), 139–152.CrossRef Hair, J. F., Ringle, C. M., & Sarstedt, M. (2011). PLS-SEM: Indeed a silver bullet. Journal of Marketing Theory and Practice, 19(2), 139–152.CrossRef
Zurück zum Zitat Hearst, M. (2003). What is text mining. SIMS. UC Berkeley, 5. Hearst, M. (2003). What is text mining. SIMS. UC Berkeley, 5.
Zurück zum Zitat Hennig-Thurau, T., Gwinner, K. P., Walsh, G., & Gremler, D. D. (2004). Electronic word-of-mouth via consumer-opinion platforms: What motivates consumers to articulate themselves on the internet? Journal of Interactive Marketing, 18(1), 38–52.CrossRef Hennig-Thurau, T., Gwinner, K. P., Walsh, G., & Gremler, D. D. (2004). Electronic word-of-mouth via consumer-opinion platforms: What motivates consumers to articulate themselves on the internet? Journal of Interactive Marketing, 18(1), 38–52.CrossRef
Zurück zum Zitat Herr, P. M., Kardes, F. R., & Kim, J. (1991). Effects of word-of-mouth and product-attribute information on persuasion: An accessibility-diagnosticity perspective. Journal of Consumer Research, 17(4), 454–462.CrossRef Herr, P. M., Kardes, F. R., & Kim, J. (1991). Effects of word-of-mouth and product-attribute information on persuasion: An accessibility-diagnosticity perspective. Journal of Consumer Research, 17(4), 454–462.CrossRef
Zurück zum Zitat Holbrook, M. B. (1994). The nature of customer value: An axiology of services in the consumption experience. Service Quality: New Directions in Theory and Practice, 21, 21–71. Holbrook, M. B. (1994). The nature of customer value: An axiology of services in the consumption experience. Service Quality: New Directions in Theory and Practice, 21, 21–71.
Zurück zum Zitat Hong, J. C., Lin, P. H., & Hsieh, P. C. (2017). The effect of consumer innovativeness on perceived value and continuance intention to use smartwatch. Computers in Human Behavior, 67, 264–272.CrossRef Hong, J. C., Lin, P. H., & Hsieh, P. C. (2017). The effect of consumer innovativeness on perceived value and continuance intention to use smartwatch. Computers in Human Behavior, 67, 264–272.CrossRef
Zurück zum Zitat Huang, A. H., Yen, D. C., & Zhang, X. (2008). Exploring the potential effects of emoticons. Information & Management, 45(7), 466–473.CrossRef Huang, A. H., Yen, D. C., & Zhang, X. (2008). Exploring the potential effects of emoticons. Information & Management, 45(7), 466–473.CrossRef
Zurück zum Zitat Huarng, K.-H., Yu, T.H.-K., & Lee, C. F. (2022). Adoption model of healthcare wearable devices. Technological Forecasting and Social Change, 174, 121286.CrossRef Huarng, K.-H., Yu, T.H.-K., & Lee, C. F. (2022). Adoption model of healthcare wearable devices. Technological Forecasting and Social Change, 174, 121286.CrossRef
Zurück zum Zitat Hubbard, D. W. (2011). Pulse: The New Science of Harnessing Internet Buzz to Track Threats and Opportunities. John Wiley & Sons. Hubbard, D. W. (2011). Pulse: The New Science of Harnessing Internet Buzz to Track Threats and Opportunities. John Wiley & Sons.
Zurück zum Zitat James, G., Witten, D., Hastie, T., & Tibshirani, R. (2013). An Introduction to Statistical Learning. Springer.CrossRef James, G., Witten, D., Hastie, T., & Tibshirani, R. (2013). An Introduction to Statistical Learning. Springer.CrossRef
Zurück zum Zitat Jeong, J. S., Kim, D. S., & Kim, J. W. (2015). Influence analysis of Internet buzz to corporate performance: Individual stock price prediction using sentiment analysis of online news. Journal of Intelligence and Information Systems, 21(4), 37–51.CrossRef Jeong, J. S., Kim, D. S., & Kim, J. W. (2015). Influence analysis of Internet buzz to corporate performance: Individual stock price prediction using sentiment analysis of online news. Journal of Intelligence and Information Systems, 21(4), 37–51.CrossRef
Zurück zum Zitat Jung Choo, H., Moon, H., Kim, H., & Yoon, N. (2012). Luxury customer value. Journal of Fashion Marketing and Management: An International Journal, 16(1), 81–101.CrossRef Jung Choo, H., Moon, H., Kim, H., & Yoon, N. (2012). Luxury customer value. Journal of Fashion Marketing and Management: An International Journal, 16(1), 81–101.CrossRef
Zurück zum Zitat Kaur, P., Dhir, A., Rajala, R., & Dwivedi, Y. (2018). Why people use online social media brand communities: A consumption value theory perspective. Online Information Review, 42(2), 205–221.CrossRef Kaur, P., Dhir, A., Rajala, R., & Dwivedi, Y. (2018). Why people use online social media brand communities: A consumption value theory perspective. Online Information Review, 42(2), 205–221.CrossRef
Zurück zum Zitat Kim, H. W., Gupta, S., & Koh, J. (2011). Investigating the intention to purchase digital items in social networking communities: A customer value perspective. Information & Management, 48(6), 228–234.CrossRef Kim, H. W., Gupta, S., & Koh, J. (2011). Investigating the intention to purchase digital items in social networking communities: A customer value perspective. Information & Management, 48(6), 228–234.CrossRef
Zurück zum Zitat Krey, N., Chuah, S.H.-W., Ramayah, T., & Rauschnabel, P. A. (2019). How functional and emotional ads drive smartwatch adoption: The moderating role of consumer innovativeness and extraversion. Internet Research, 29(3), 578–602.CrossRef Krey, N., Chuah, S.H.-W., Ramayah, T., & Rauschnabel, P. A. (2019). How functional and emotional ads drive smartwatch adoption: The moderating role of consumer innovativeness and extraversion. Internet Research, 29(3), 578–602.CrossRef
Zurück zum Zitat Kumar, M., & Noble, C. H. (2016). Beyond form and function: Why do consumers value product design? Journal of Business Research, 69(2), 613–620.CrossRef Kumar, M., & Noble, C. H. (2016). Beyond form and function: Why do consumers value product design? Journal of Business Research, 69(2), 613–620.CrossRef
Zurück zum Zitat Laney, D. (2001). 3D data management: Controlling data volume, velocity and variety. META Group Research Notes, 6(70), 1–12. Laney, D. (2001). 3D data management: Controlling data volume, velocity and variety. META Group Research Notes, 6(70), 1–12.
Zurück zum Zitat Langley, D. J., Hoeve, M. C., Ortt, J. R., Pals, N., & van der Vecht, B. (2014). Patterns of herding and their occurrence in an online setting. Journal of Interactive Marketing, 28(1), 16–25.CrossRef Langley, D. J., Hoeve, M. C., Ortt, J. R., Pals, N., & van der Vecht, B. (2014). Patterns of herding and their occurrence in an online setting. Journal of Interactive Marketing, 28(1), 16–25.CrossRef
Zurück zum Zitat Ledden, L., Kalafatis, S. P., & Samouel, P. (2007). The relationship between personal values and perceived value of education. Journal of Business Research, 60(9), 965–974.CrossRef Ledden, L., Kalafatis, S. P., & Samouel, P. (2007). The relationship between personal values and perceived value of education. Journal of Business Research, 60(9), 965–974.CrossRef
Zurück zum Zitat Lee, M., Ko, E., Lee, S., & Kim, K. (2015). Understanding luxury disposition. Psychology & Marketing, 32(4), 467–480.CrossRef Lee, M., Ko, E., Lee, S., & Kim, K. (2015). Understanding luxury disposition. Psychology & Marketing, 32(4), 467–480.CrossRef
Zurück zum Zitat Lemon, K. N., & Verhoef, P. C. (2016). Understanding customer experience throughout the customer journey. Journal of Marketing, 80(6), 69–96.CrossRef Lemon, K. N., & Verhoef, P. C. (2016). Understanding customer experience throughout the customer journey. Journal of Marketing, 80(6), 69–96.CrossRef
Zurück zum Zitat Lin, P. C., & Huang, Y. H. (2012). The influence factors on choice behavior regarding green products based on the theory of consumption values. Journal of Cleaner Production, 22(1), 11–18.CrossRef Lin, P. C., & Huang, Y. H. (2012). The influence factors on choice behavior regarding green products based on the theory of consumption values. Journal of Cleaner Production, 22(1), 11–18.CrossRef
Zurück zum Zitat Liu, Y. (2006). Word of mouth for movies: Its dynamics and impact on box office revenue. Journal of Marketing, 70(3), 74–89.CrossRef Liu, Y. (2006). Word of mouth for movies: Its dynamics and impact on box office revenue. Journal of Marketing, 70(3), 74–89.CrossRef
Zurück zum Zitat Luo, X., & Zhang, J. (2013). How do consumer buzz and traffic in social media marketing predict the value of the firm? Journal of Management Information Systems, 30(2), 213–238.CrossRef Luo, X., & Zhang, J. (2013). How do consumer buzz and traffic in social media marketing predict the value of the firm? Journal of Management Information Systems, 30(2), 213–238.CrossRef
Zurück zum Zitat Markin, R. J. (1979). The role of rationalization in consumer decision processes: A revisionist approach to consumer behavior. Journal of the Academy of Marketing Science, 7(3), 316–334.CrossRef Markin, R. J. (1979). The role of rationalization in consumer decision processes: A revisionist approach to consumer behavior. Journal of the Academy of Marketing Science, 7(3), 316–334.CrossRef
Zurück zum Zitat Mayer-Schönberger, V., & Ingelsson, E. (2018). Big data and medicine: A big deal? Journal of Internal Medicine, 283(5), 418–429.CrossRef Mayer-Schönberger, V., & Ingelsson, E. (2018). Big data and medicine: A big deal? Journal of Internal Medicine, 283(5), 418–429.CrossRef
Zurück zum Zitat Mayzlin, D. (2006). Promotional chat on the Internet. Marketing Science, 25(2), 155–163.CrossRef Mayzlin, D. (2006). Promotional chat on the Internet. Marketing Science, 25(2), 155–163.CrossRef
Zurück zum Zitat McCracken, G. (1986). Culture and consumption: A theoretical account of the structure and movement of the cultural meaning of consumer goods. Journal of Consumer Research, 13(1), 71–84.CrossRef McCracken, G. (1986). Culture and consumption: A theoretical account of the structure and movement of the cultural meaning of consumer goods. Journal of Consumer Research, 13(1), 71–84.CrossRef
Zurück zum Zitat Midi, H., Sarkar, S. K., & Rana, S. (2010). Collinearity diagnostics of binary logistic regression model. Journal of Interdisciplinary Mathematics, 13(3), 253–267.CrossRef Midi, H., Sarkar, S. K., & Rana, S. (2010). Collinearity diagnostics of binary logistic regression model. Journal of Interdisciplinary Mathematics, 13(3), 253–267.CrossRef
Zurück zum Zitat Moore, K., Berger, P. D., & Weinberg, B. D. (2013). Issues for exploration of differing values among sub-groups of young-adult consumers. International Journal of Business and Social Science, 4(5), 35–39. Moore, K., Berger, P. D., & Weinberg, B. D. (2013). Issues for exploration of differing values among sub-groups of young-adult consumers. International Journal of Business and Social Science, 4(5), 35–39.
Zurück zum Zitat Nassirtoussi, A. K., Aghabozorgi, S., Wah, T. Y., & Ngo, D. C. L. (2014). Text mining for market prediction: A systematic review. Expert Systems with Applications, 41(16), 7653–7670.CrossRef Nassirtoussi, A. K., Aghabozorgi, S., Wah, T. Y., & Ngo, D. C. L. (2014). Text mining for market prediction: A systematic review. Expert Systems with Applications, 41(16), 7653–7670.CrossRef
Zurück zum Zitat Negahban, A., & Chung, C. H. (2014). Discovering determinants of users’ perception of mobile device functionality fit. Computers in Human Behavior, 35, 75–84.CrossRef Negahban, A., & Chung, C. H. (2014). Discovering determinants of users’ perception of mobile device functionality fit. Computers in Human Behavior, 35, 75–84.CrossRef
Zurück zum Zitat Noy, C. (2008). Sampling knowledge: The hermeneutics of snowball sampling in qualitative research. International Journal of Social Research Methodology, 11(4), 327–344.CrossRef Noy, C. (2008). Sampling knowledge: The hermeneutics of snowball sampling in qualitative research. International Journal of Social Research Methodology, 11(4), 327–344.CrossRef
Zurück zum Zitat Nunnally, J. (1978). Psychometric Methods. McGraw-Hill. Nunnally, J. (1978). Psychometric Methods. McGraw-Hill.
Zurück zum Zitat Overby, J. W., & Lee, E. J. (2006). The effects of utilitarian and hedonic online shopping value on consumer preference and intentions. Journal of Business Research, 59(10–11), 1160–1166.CrossRef Overby, J. W., & Lee, E. J. (2006). The effects of utilitarian and hedonic online shopping value on consumer preference and intentions. Journal of Business Research, 59(10–11), 1160–1166.CrossRef
Zurück zum Zitat Park, G. W., Kim, Y., Park, K., & Agarwal, A. (2016). Patient-centric quality assessment framework for healthcare services. Technological Forecasting and Social Change, 113, 468–474.CrossRef Park, G. W., Kim, Y., Park, K., & Agarwal, A. (2016). Patient-centric quality assessment framework for healthcare services. Technological Forecasting and Social Change, 113, 468–474.CrossRef
Zurück zum Zitat Park, H. J., & Rabolt, N. J. (2009). Cultural value, consumption value, and global brand image: A cross-national study. Psychology & Marketing, 26(8), 714–735.CrossRef Park, H. J., & Rabolt, N. J. (2009). Cultural value, consumption value, and global brand image: A cross-national study. Psychology & Marketing, 26(8), 714–735.CrossRef
Zurück zum Zitat Pavlou, P. A., & Fygenson, M. (2006). Understanding and predicting electronic commerce adoption: An extension of the theory of planned behavior. MIS Quarterly, 13(1), 115–143.CrossRef Pavlou, P. A., & Fygenson, M. (2006). Understanding and predicting electronic commerce adoption: An extension of the theory of planned behavior. MIS Quarterly, 13(1), 115–143.CrossRef
Zurück zum Zitat Rintamäki, T., Kanto, A., Kuusela, H., & Spence, M. T. (2006). Decomposing the value of department store shopping into utilitarian, hedonic and social dimensions: Evidence from Finland. International Journal of Retail & Distribution Management, 34(1), 6–24.CrossRef Rintamäki, T., Kanto, A., Kuusela, H., & Spence, M. T. (2006). Decomposing the value of department store shopping into utilitarian, hedonic and social dimensions: Evidence from Finland. International Journal of Retail & Distribution Management, 34(1), 6–24.CrossRef
Zurück zum Zitat Shen, X. L., Sun, Y., & Wang, N. (2013). Recommendations from friends anytime and anywhere: Toward a model of contextual offer and consumption values. Cyberpsychology, Behavior, and Social Networking, 16(5), 349–356.CrossRef Shen, X. L., Sun, Y., & Wang, N. (2013). Recommendations from friends anytime and anywhere: Toward a model of contextual offer and consumption values. Cyberpsychology, Behavior, and Social Networking, 16(5), 349–356.CrossRef
Zurück zum Zitat Sheth, J. N., Newman, B. I., & Gross, B. L. (1991). Why we buy what we buy: A theory of consumption values. Journal of Business Research, 22(2), 159–170.CrossRef Sheth, J. N., Newman, B. I., & Gross, B. L. (1991). Why we buy what we buy: A theory of consumption values. Journal of Business Research, 22(2), 159–170.CrossRef
Zurück zum Zitat Simsek, Z., Vaara, E., Paruchuri, S., Nadkarni, S., & Shaw, J. D. (2019). New ways of seeing big data. Academy of Management Journal, 62(4), 971–978.CrossRef Simsek, Z., Vaara, E., Paruchuri, S., Nadkarni, S., & Shaw, J. D. (2019). New ways of seeing big data. Academy of Management Journal, 62(4), 971–978.CrossRef
Zurück zum Zitat Singh, P., Dwivedi, Y. K., Kahlon, K. S., Pathania, A., & Sawhney, R. S. (2020). Can twitter analytics predict election outcome? An insight from 2017 Punjab assembly elections. Government Information Quarterly, 37(2), 101444.CrossRef Singh, P., Dwivedi, Y. K., Kahlon, K. S., Pathania, A., & Sawhney, R. S. (2020). Can twitter analytics predict election outcome? An insight from 2017 Punjab assembly elections. Government Information Quarterly, 37(2), 101444.CrossRef
Zurück zum Zitat Smith, J. B., & Colgate, M. (2007). Customer value creation: A practical framework. Journal of Marketing Theory and Practice, 15(1), 7–23.CrossRef Smith, J. B., & Colgate, M. (2007). Customer value creation: A practical framework. Journal of Marketing Theory and Practice, 15(1), 7–23.CrossRef
Zurück zum Zitat Spraggon, M., & Bodolica, V. (2012). A multidimensional taxonomy of knowledge transfer processes. Journal of Business Research, 65(9), 1273–1282.CrossRef Spraggon, M., & Bodolica, V. (2012). A multidimensional taxonomy of knowledge transfer processes. Journal of Business Research, 65(9), 1273–1282.CrossRef
Zurück zum Zitat Spraggon, M., & Bodolica, V. (2021). On the heterogeneity and equifinality of knowledge transfer in small innovative organizations. Management Decision, 59(6), 1421–1441.CrossRef Spraggon, M., & Bodolica, V. (2021). On the heterogeneity and equifinality of knowledge transfer in small innovative organizations. Management Decision, 59(6), 1421–1441.CrossRef
Zurück zum Zitat Stokburger-Sauer, N., Ratneshwar, S., & Sen, S. (2012). Drivers of consumer–brand identification. International Journal of Research in Marketing, 29(4), 406–418.CrossRef Stokburger-Sauer, N., Ratneshwar, S., & Sen, S. (2012). Drivers of consumer–brand identification. International Journal of Research in Marketing, 29(4), 406–418.CrossRef
Zurück zum Zitat Sunder, S., Kim, K. H., & Yorkston, E. A. (2019). What drives herding behavior in online ratings? The role of rater experience, product portfolio, and diverging opinions. Journal of Marketing, 83(6), 93–112.CrossRef Sunder, S., Kim, K. H., & Yorkston, E. A. (2019). What drives herding behavior in online ratings? The role of rater experience, product portfolio, and diverging opinions. Journal of Marketing, 83(6), 93–112.CrossRef
Zurück zum Zitat Sweeney, J. C., & Soutar, G. N. (2001). Consumer perceived value: The development of a multiple item scale. Journal of Retailing, 77(2), 203–220.CrossRef Sweeney, J. C., & Soutar, G. N. (2001). Consumer perceived value: The development of a multiple item scale. Journal of Retailing, 77(2), 203–220.CrossRef
Zurück zum Zitat Tan, W., Blake, M. B., Saleh, I., & Dustdar, S. (2013). Social-network-sourced big data analytics. IEEE Internet Computing, 17(5), 62–69.CrossRef Tan, W., Blake, M. B., Saleh, I., & Dustdar, S. (2013). Social-network-sourced big data analytics. IEEE Internet Computing, 17(5), 62–69.CrossRef
Zurück zum Zitat Thomas, G. M. (2004). Building the buzz in the hive mind. Journal of Consumer Behavior: An International Research Review, 4(1), 64–72.CrossRef Thomas, G. M. (2004). Building the buzz in the hive mind. Journal of Consumer Behavior: An International Research Review, 4(1), 64–72.CrossRef
Zurück zum Zitat Thomson, M., MacInnis, D. J., & Whan Park, C. (2005). The ties that bind: Measuring the strength of consumers’ emotional attachments to brands. Journal of Consumer Psychology, 15(1), 77–91.CrossRef Thomson, M., MacInnis, D. J., & Whan Park, C. (2005). The ties that bind: Measuring the strength of consumers’ emotional attachments to brands. Journal of Consumer Psychology, 15(1), 77–91.CrossRef
Zurück zum Zitat Turel, O., Serenko, A., & Bontis, N. (2010). User acceptance of hedonic digital artifacts: A theory of consumption values perspective. Information & Management, 47(1), 53–59.CrossRef Turel, O., Serenko, A., & Bontis, N. (2010). User acceptance of hedonic digital artifacts: A theory of consumption values perspective. Information & Management, 47(1), 53–59.CrossRef
Zurück zum Zitat Tzeng, J. Y. (2011). Perceived values and prospective users’ acceptance of prospective technology: The case of a career eportfolio system. Computers & Education, 56(1), 157–165.CrossRef Tzeng, J. Y. (2011). Perceived values and prospective users’ acceptance of prospective technology: The case of a career eportfolio system. Computers & Education, 56(1), 157–165.CrossRef
Zurück zum Zitat Vida, I., Koklic, M. K., Kukar-Kinney, M., & Penz, E. (2012). Predicting consumer digital piracy behavior: The role of rationalization and perceived consequences. Journal of Research in Interactive Marketing, 6(4), 298–313.CrossRef Vida, I., Koklic, M. K., Kukar-Kinney, M., & Penz, E. (2012). Predicting consumer digital piracy behavior: The role of rationalization and perceived consequences. Journal of Research in Interactive Marketing, 6(4), 298–313.CrossRef
Zurück zum Zitat Walsh, S. P., & White, K. M. (2007). Me, my mobile, and I: The role of self- and prototypical identity influences in the prediction of mobile phone behavior. Journal of Applied Social Psychology, 37(10), 2405–2434.CrossRef Walsh, S. P., & White, K. M. (2007). Me, my mobile, and I: The role of self- and prototypical identity influences in the prediction of mobile phone behavior. Journal of Applied Social Psychology, 37(10), 2405–2434.CrossRef
Zurück zum Zitat Wang, H. Y., Liao, C., & Yang, L. H. (2013). What affects mobile application use? The roles of consumption values. International Journal of Marketing Studies, 5(2), 11–22.CrossRef Wang, H. Y., Liao, C., & Yang, L. H. (2013). What affects mobile application use? The roles of consumption values. International Journal of Marketing Studies, 5(2), 11–22.CrossRef
Zurück zum Zitat Weiss, S. M., Indurkhya, N., Zhang, T., & Damerau, F. (2010). Text Mining: Predictive Methods for Analyzing Unstructured Information. Springer Science & Business Media. Weiss, S. M., Indurkhya, N., Zhang, T., & Damerau, F. (2010). Text Mining: Predictive Methods for Analyzing Unstructured Information. Springer Science & Business Media.
Zurück zum Zitat Wolny, J., & Mueller, C. (2013). Analysis of fashion consumers’ motives to engage in electronic word-of-mouth communication through social media platforms. Journal of Marketing Management, 29(5–6), 562–583.CrossRef Wolny, J., & Mueller, C. (2013). Analysis of fashion consumers’ motives to engage in electronic word-of-mouth communication through social media platforms. Journal of Marketing Management, 29(5–6), 562–583.CrossRef
Zurück zum Zitat Xiao, G., & Kim, J. O. (2009). The investigation of Chinese consumer values, consumption values, life satisfaction, and consumption behaviors. Psychology & Marketing, 26(7), 610–624.CrossRef Xiao, G., & Kim, J. O. (2009). The investigation of Chinese consumer values, consumption values, life satisfaction, and consumption behaviors. Psychology & Marketing, 26(7), 610–624.CrossRef
Zurück zum Zitat Yeh, C. H., Wang, Y. S., & Yieh, K. (2016). Predicting smartphone brand loyalty: Consumer value and consumer-brand identification perspectives. International Journal of Information Management, 36(3), 245–257.CrossRef Yeh, C. H., Wang, Y. S., & Yieh, K. (2016). Predicting smartphone brand loyalty: Consumer value and consumer-brand identification perspectives. International Journal of Information Management, 36(3), 245–257.CrossRef
Zurück zum Zitat Yeo, B. L., Mohamed, R. H. N., & Muda, M. (2016). A study of Malaysian customers purchases motivation of halal cosmetics retail products: Examining theory of consumption value and customer satisfaction. Procedia Economics and Finance, 37, 176–182.CrossRef Yeo, B. L., Mohamed, R. H. N., & Muda, M. (2016). A study of Malaysian customers purchases motivation of halal cosmetics retail products: Examining theory of consumption value and customer satisfaction. Procedia Economics and Finance, 37, 176–182.CrossRef
Zurück zum Zitat Yıldız, T. (2019). Examining the concept of industry 4.0 studies using text mining and scientific mapping method. Procedia Computer Science, 158, 498–507.CrossRef Yıldız, T. (2019). Examining the concept of industry 4.0 studies using text mining and scientific mapping method. Procedia Computer Science, 158, 498–507.CrossRef
Zurück zum Zitat Zhang, K. Z., Cheung, C. M., & Lee, M. K. (2014). Examining the moderating effect of inconsistent reviews and its gender differences on consumers’ online shopping decision. International Journal of Information Management, 34(2), 89–98.CrossRef Zhang, K. Z., Cheung, C. M., & Lee, M. K. (2014). Examining the moderating effect of inconsistent reviews and its gender differences on consumers’ online shopping decision. International Journal of Information Management, 34(2), 89–98.CrossRef
Metadaten
Titel
What people talk about online and what they intend to do: related perspectives from text mining and path analysis
verfasst von
Sheng-Yen Chang
Virginia Bodolica
Huei-Hsia Hsu
Hsi-Peng Lu
Publikationsdatum
27.06.2022
Verlag
Springer International Publishing
Erschienen in
Eurasian Business Review / Ausgabe 4/2023
Print ISSN: 1309-4297
Elektronische ISSN: 2147-4281
DOI
https://doi.org/10.1007/s40821-022-00221-4

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