Abstract
Live streaming has become the new trend in social media. Using trust transfer theory as the basis for model building, this study examined how the source credibility of live streamers affects their followers’ trust in the live stream and in the product, and, by extension, the relationship context that influences viewers’ behavioral intentions. This study recruited customers who had viewed a Facebook live stream and purchased the advertised product within the past 6 months; 567 valid questionnaire surveys were collected and tested using Structural Equation Modeling (SEM). The results indicated that two types of trust play a mediating role in online live stream environments. The source credibility of live streamers is an antecedent for establishing mutual trust. In the trust transfer mechanism, trust in product is the key to developing trust in a live streamer. Trust in live streamers is more influenced by trust in product (coefficient = 0.645) than by the live streamer’s source credibility (coefficient = 0.33). To trigger the purchase intention of a live streaming audience, live streamers must first induce a continuous watching intention in the audience to increase the likelihood of the audience purchasing products sold during live streams. The results of the multi-group analysis were consistent with the model results, demonstrating their generalizability. Specifically, in the social media live stream environment, high levels of customer engagement played a major moderating role in both establishing viewers’ continuous watching intention and purchase intention. Finally, this study provides live streaming marketers with concrete managerial and practical suggestions for implementing effective live streaming strategies.
Similar content being viewed by others
Data availability
The data set analyzed in our study is available from the corresponding author upon reasonable request.
References
Ahn, J., & Back, K. J. (2018). Antecedents and consequences of customer brand engagement in integrated resorts. International Journal of Hospitality Management, 75, 144–152.
Akbar, M. M., & Parvez, N. (2009). Impact of service quality, trust, and customer satisfaction on customer loyalty. Assumption Business Administration College Journal, 29(1), 24–38.
Alalwan, A. (2018). Investigating the impact of social media advertising features on customer purchase intention. International Journal of Information Management, 42, 65–77.
Alexander, J. E., & Tate, M. A. (1999). Web wisdom: How to evaluate and create information quality on the web. Lawrence Erlbaum.
Algharabat, R., Rana, N. P., Alalwan, A. A., Baabdullah, A., & Gupta, A. (2020). Investigating the antecedents of customer brand engagement and consumer-based brand equity in social media. Journal of Retailing and Consumer Services, 53, 101767.
Anderson, J. C., & Gerbing, D. W. (1988). Structural equation modeling in practice: A review and recommended two-step approach. Psychological Bulletin, 103, 411–423.
Awad, N. F., & Ragowsky, A. (2008). Establishing trust in electronic commerce through online word of mouth: An examination across genders. Journal of Management Information Systems, 24(4), 101–121.
Ba, S., & Pavlou, P. A. (2002). Evidence of the effect of trust building technology in electronic markets: Price premiums and buyer behavior. MIS Quarterly, 26(3), 243–268.
Baron, R. M., & Kenny, D. A. (1986). The moderator-mediator variable distinction in Social Psychological Research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51(6), 1173–1182.
Baumgartner, H., & Homburg, C. (1996). Applications of structural equation modeling in marketing and consumer research: a review. International Journal of Research in Marketing, 13(2), 139–161.
Belanche, D., Casalo, L. V., Flavian, C., & Schepers, J. (2014). Trust transfer in the continued usage of public e-services. Information & Management, 51(6), 627–640.
Beldad, A., De Jong, M., & Steehouder, M. (2010). How shall I trust the faceless and the intangible? A literature review on the antecedents of online trust. Computers in Human Behavior, 26(5), 857–869.
Beldad, A., Hegner, S., & Hoppen, J. (2016). The effect of virtual sales agent (VSA) gender - product gender congruence on product advice credibility, trust in VSA and online vendor, and purchase intention. Computers in Human Behavior, 60, 62–72.
Bhalla, G., & Lin, L. Y. (1987). Cross-cultural marketing research: A discussion of equivalence issues and measurement strategies. Psychology and Marketing, 4(4), 275–285.
Bhattacherjee, A. (2001). Understanding information systems continuance: An expectation-confirmation model. MIS Quarterly, 25(3), 351–370.
Boomsma, A. (1982). The robustness of LISREL against small sample sizes in factor analysis models. In K. G. Joreskog & H. Wold (Eds.), Systems under indirect observation: Causality, structure, prediction (pp. 149–285). Amsterdam, Netherlands: North-Holland.
Bowers, J., & Phillips, W. A. (1967). Note on the generality of source credibility scales. Speech Monographs, 34, 185–186.
Brodie, R. J., Ilic, A., Juric, B., & Hollebeek, L. (2013). Consumer engagement in a virtual brand community: An exploratory analysis. Journal of Business Research, 66, 105–114.
Bründl, S., & Hess, T. (2016). Why do users broadcast? Examining individual motives and social capital on social live streaming platforms. Proceedings of the 20th Pacific Asia Conference on Information Systems (PACIS 2016). Chiayi, Taiwan.
Cai, J., Wohn, D. Y., Mittal, A., & Sureshbabu, D. (2018). Utilitarian and hedonic motivations for live streaming shopping (Chairs) In H. Ryu, J. Kim, & T. Chambel (Eds.). Proceedings of the 2018 ACM international conference on interactive experiences for TV and online video (pp. 81–88). Association for Computing Machinery.
Carlson, J., Rahman, M. M., Taylor, A., & Voola, R. (2019). Feel the VIBE: Examining value-in-the-brand-page-experience and its impact on satisfaction and customer engagement behaviours in mobile social media. Journal of Retailing and Consumer Services, 46, 149–162.
Chaiken, S. (1980). Heuristic versus systematic information processing and the use of source versus message cues in persuasion. Journal of Personality and Social Psychology, 39(5), 752–766.
Chan, K. W., & Li, S. Y. (2010). Understanding consumer-to-consumer interactions in virtual communities: The salience of reciprocity. Journal of Business Research, 63(9–10), 1033–1040.
Chang, H. H., & Wu, L. H. (2014). An examination of negative e-WOM adoption: Brand commitment as a moderator. Decision Support Systems, 59, 206–218.
Chang, M. K., Cheung, W., & Tang, M. (2013). Building trust online: Interactions among trust building mechanisms. Information & Management, 50(7), 439–445.
Chen, C. C., & Lin, Y. C. (2018). What drives live-stream usage intention? The perspectives of flow, entertainment, social interaction, and endorsement. Telematics and Informatics, 35, 293–303.
Cheung, M. Y., Luo, C., Sia, C. L., & Chen, H. P. (2009). Credibility of electronic word-of-mouth: Informational and normative determinants of online consumer recommendations. International Journal of Electronic Commerce, 13(4), 9–38.
Chien, S. H., Wu, J. J., & Huang, C. Y. (2018). We made, we trust: Coproduction and image congruence in the food-tourism factories. Asia Pacific Management Review, 23, 310–317.
Corbitt, B. J., Thanasankit, T., & Yi, H. (2003). Trust and e-commerce: A study of consumer perceptions. Electronic Commerce Research and Applications, 2(3), 203–215.
Cosenza, T. R., Solomon, M. R., & Kwon, W. (2014). Credibility in the blogosphere: A study of measurement and influence of wine blogs as an information source. Journal of Consumer Behaviour, 14(2), 7–91.
Cox, D. F., & Rich, S. U. (1964). Perceived risk and consumer decision-making: The case of telephone shopping. Financial markets & institutions, 1(4), 32–49.
Craciun, G., & Moore, K. (2019). Credibility of negative online product reviews: Reviewer gender, reputation and emotion effects. Computers in Human Behavior, 97, 104–115.
Cvijikj, I. P., & Michahelles, F. (2013). Online engagement factors on Facebook brand pages. Social Network Analysis and Mining, 3(4), 843–861.
Delgado-Marquez, B. L., Hurtado-Torres, N. E., & Aragon-Correa, J. A. (2012). The dynamic nature of trust transfer: Measurement and the influence of reciprocity. Decision Support Systems, 54(1), 226–243.
Dinev, T., & Hart, P. (2006). An extended privacy calculus model for e-commerce transactions. Information Systems Research, 17(1), 61–80.
Doney, P. M., & Cannon, J. P. (1997). An examination of the nature of trust in buyer-seller relationships. Journal of Marketing, 61, 35–51.
Dwyer, F. R., Schurr, P. H., & Oh, S. (1987). Developing buyer-seller relationships. Journal of Marketing, 51(2), 11–27.
Efron, B., & Tibshirani, R. (1993). An introduction to the bootstrap. Chapman and Hall.
Eisend, M. (2006). Source credibility dimensions in marketing communication-a generalized solution. Journal of Empirical Generalizations in Marketing, 10(2), 1–33.
Erdem, T., & Swait, J. (2004). Brand credibility, brand consideration, and choice. Journal of Consumer Research, 31(1), 191–198.
Erdogan, B. Z. (1999). Celebrity endorsement: A literature review. Journal of Marketing Management, 41(3), 291–314.
Fang, Y., Qureshi, I., Sun, H., McCole, P., Ramsey, E., & Lim, K. H. (2014). Trust, satisfaction, and online repurchase intention: The moderating role of perceived effectiveness of e-commerce institutional mechanisms. MIS Quarterly, 38(2), 407–428.
Feng, L. H., & Kuo, Y. F. (2013). Relationships among community interaction characteristics, perceived benefits, community commitment, and oppositional brand loyalty in online brand communities. International Journal of Information Management, 33(6), 948–962.
Filieri, R. (2015). What makes online reviews helpful? A diagnosticity-adoption framework to explain informational and normative influences in e-WOM. Journal of Business Research, 68(6), 1261–1270.
Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50.
Ganesan, S. (1994). Determinants of long-term orientation in buyer-seller relationships. Journal of Marketing, 58, 1–19.
Garbarino, E., & Johnson, M. S. (1999). The different roles of satisfaction, trust, and commitment in customer relationships. Journal of Marketing, 63(2), 70–87.
Gefen, D., Karahanna, E., & Straub, D. W. (2003). Trust and TAM in online shopping: An integrated model. MIS Quarterly, 27(1), 51–90.
Ghazali, E., Mutum, D. S., & Woon, M. Y. (2018). Exploring player behavior and motivations to continue playing Pokémon GO. Information Technology & People, 32(3), 646–667.
Gligor, D., Bozkurt, S., & Russo, I. (2019). Achieving customer engagement with social media: A qualitative comparative analysis approach. Journal of Business Research, 101, 59–69.
Gummerus, J., Coulter, K. S., Liljander, V., Weman, E., & Pihlström, M. (2012). Customer engagement in a Facebook brand community. Management Research Review, 35(9), 857–877.
Guo, G., Tu, H., & Cheng, B. (2018). Interactive effect of consumer affinity and consumer ethnocentrism on product trust and willingness-to-buy: A moderated-mediation model. Journal of Consumer Marketing, 35(7), 688–697.
Habibi, M. R., Laroche, M., & Richard, M. O. (2014a). Brand communities based in social media: How unique are they? Evidence from two exemplary brand communities. International Journal of Information Management, 3(2), 123–132.
Habibi, M. R., Laroche, M., & Richard, M. O. (2014b). The roles of brand community and community engagement in building brand trust on social media. Computers in Human Behavior, 37, 152–161.
Hair, J. F. Jr., Black, W. C., Babin, B. J., & Anderson, R. E. (2010). Multivariate Data Analysis (7th Ed.). Prentice-Hall
Hamari, J., & Sjoblom, M. (2017). What is eSports and why do people watch it? Internet Research, 27(2), 211–232.
Hamilton, W. A., Garretson, O., & Kerne, A. (2014). Streaming on twitch: Fostering participatory communities of play within live mixed media. Proceedings of the SIGCHI conference on human factors in computing systems (pp. 1315–1324). ACM.
Han, S. H., Nguyen, B., & Lee, T. J. (2015). Consumer-based chain restaurant brand equity, brand reputation, and brand trust. International Journal of Hospitality Management, 50, 84–93.
Harris, L. C., & Goode, M. M. H. (2004). The four levels of loyalty and the pivotal role of trust: A study of online service dynamics. Journal of Retailing, 80, 139–158.
Hayes, A. F. (2013). Introduction to mediation, moderation, and conditional process analysis: A regression-based approach. New York, London: The Guilford Press.
Hayes, A. F. (2015). An index and test of linear moderated mediation. Multivariate Behavioral Research, 50(1), 1–22.
Hilvert-Bruce, Z., Neill, J. T., Sjöblom, M., & Hamari, J. (2018). Social motivations of live-streaming viewer engagement on Twitch. Computers in Human Behavior, 84, 58–67.
Hollebeek, L. D. (2011). Demystifying customer brand engagement: Exploring the loyalty nexus. Journal of Marketing Management, 27(7–8), 785–807.
Hollebeek, L. D., Glynn, M. S., & Brodie, R. J. (2014). Consumer brand engagement in social media: Conceptualization, scale development and validation. Journal of Interactive Marketing, 28(2), 149–165.
Holmes, J. G. (1991). Trust and the appraisal process in close relationships. In W. H. Jones, D. Perlman, & J. Kingsley (Eds.), Advances in personal relationships 2 (pp. 57–104), London.
Hong, I. B., & Cha, H. S. (2013). The mediating role of consumer trust in an online merchant in predicting purchase intention. International Journal of Information Management, 33, 927–939.
Hong, I. B., & Cho, H. (2011). The impact of consumer trust on attitudinal loyalty and purchase intentions in B2C e-marketplaces: Intermediary trust vs. seller trust. International Journal of Information Management, 31, 469–479.
Hou, F., Guan, Z., Li, B., & Chon, A. Y. L. (2020). Factors influencing people’s continuous watching intention and consumption intention in live streaming: Evidence from China. Internet Research, 30(1), 141–163.
Hovland, C. I., & Weiss, W. (1951). The influence of source credibility on communication effectiveness. Public Opinion Quarterly, 15(4), 635–650.
Hsu, C. L., & Lin, J. C. C. (2016). Effect of perceived value and social influences on mobile app stickiness and in-app purchase intention. Technological Forecasting and Social Change, 108, 42–53.
Hsu, C. L., Chen, M. C., Kikuchi, K., & Machida, I. (2017). Elucidating the determinants of purchase intention toward social shopping sites: A comparative study of Taiwan and Japan. Telematics and Informatics, 34(4), 326–338.
Hu, M., Zhang, M., & Wang, Y. (2017). Why do audiences choose to keep watching on live video streaming platforms? An explanation of dual identification framework. Computers in Human Behavior, 75, 594–606.
Hung, P. H., Hwang, G. J., Lee, Y. H., & Su, I. H. (2012). A cognitive component analysis approach for developing game-based spatial learning tools. Computers & Education, 59(2), 762–773.
InsightXplorer. (2018). IX Survey analysis. Retrieved August 8, 2021, from https://www.scribd.com/document/375148865/InsightXplorerBiweekly-Report-20180330#fullscreen&from_embed
Islam, J. U., & Rahman, Z. (2017). The impact of online brand community characteristics on customer engagement: An application of stimulus-organism-response paradigm. Telematics and Informatics, 34, 96–109.
Islam, J. U., Hollebeek, L. D., Rahman, Z., Khan, I., & Rasool, A. (2019). Customer engagement in the service context: An empirical investigation of the construct, its antecedents and consequences. Journal of Retailing and Consumer Services, 50, 277–285.
Ismagilova, E., Slade, E., Rana, N. P., & Dwivedi, Y. K. (2020). The effect of characteristics of source credibility on consumer behaviour: A meta-analysis. Journal of Retailing and Consumer Services, 53, 101736.
Jaakkola, E., & Alexander, M. (2014). The role of customer engagement behavior in value co-creation a service system perspective. Journal of Service Research, 17(3), 247–261.
Jiang, C., Rashid, R. M., & Wang, J. (2019). Investigating the role of social presence dimensions and information support on consumers’ trust and shopping intentions. Journal of Retailing and Consumer Services, 51, 263–270.
Johnson, D., & Grayson, K. (2005). Cognitive and affective trust in service relationships. Journal of Business Research, 58(4), 500–507.
Kaiser, S., & Müller-Seitz, G. (2008). Leveraging lead user knowledge in software development-the case of weblog technology. Industry and Innovation, 15(2), 199–221.
Kamau, C. (2009). Strategising impression management in corporations: cultural knowledge as capital. Cultural implications of knowledge sharing, management and transfer: Identifying competitive advantage (pp. 60–83). IGI Global.
Kang, J. W., & Namkung, Y. (2019). The information quality and source credibility matter in customers’ evaluation toward food O2O commerce. International Journal of Hospitality Management, 78, 189–198.
Kang, Y. S., Hong, S., & Lee, H. (2009). Exploring continued online service usage behavior: The roles of self-image congruity and regret. Computers in Human Behavior, 25(1), 111–122.
Kannan, P. K., Reinartz, W., & Verhoef, P. C. (2016). The path to purchase and attribution modeling: Introduction to special section. International Journal of Research in Marketing, 33(3), 449–456.
Kaplan, S. E., & Nieschwietz, R. J. (2003). A web assurance services model of trust for B2C e-commerce. International Journal of Accounting Information Systems, 4(2), 95–114.
Kapoor, K. K., Tamilmani, K., Rana, N. P., Patil, P., Dwivedi, Y. K., & Nerur, S. (2018). Advances in social media research: Past, present and future. Information Systems Frontiers, 20(3), 531–558.
Kline, R. B. (1998). Software review: Software programs for structural equation modeling: Amos, EQS, and LISREL. Journal of Psychoeducational Assessment, 16(4), 343–364.
Komiak, S. X., & Benbasat, I. (2004). Understanding customer trust in agent-mediated electronic commerce, web-mediated electronic commerce, and traditional commerce. Information Technology and Management, 5(1–2), 181–207.
Kuan, H. H., & Bock, G. W. (2007). Trust transference in brick and click retailers: An investigation of the before-online-visit phase. Information & Management, 44(2), 175–187.
Kumar, A., Salo, J., & Li, H. (2019). Stages of user engagement on social commerce platforms: Analysis with the navigational clickstream data. International Journal of Electronic Commerce, 23(2), 179–211.
Labrecque, L. I. (2014). Fostering consumer-brand relationships in social media environments: The role of parasocial interaction. Journal of Interactive Marketing, 28(2), 134–148.
Lamberton, C., & Stephen, A. T. (2016). A thematic exploration of digital, social media, and mobile marketing: Research evolution from 2000 to 2015 and an agenda for future inquiry. Journal of Marketing, 80(6), 146–172.
Leary, M. R. (1996). Self-presentation: impression management and interpersonal behavior. Westview Press.
Lee, J., & Hong, I. B. (2019). Consumer’s electronic word-of-mouth adoption: The trust transfer perspective. International Journal of Electronic Commerce, 23(4), 595–627.
Lee, S. M., & Lee, S. J. (2005). Consumers’ initial trust toward second-hand products in the electronic market. The Journal of Computer Information Systems, 46(2), 85–98.
Li, R. (2018). The secret of internet celebrities: A qualitative study of online opinion leaders on Weibo. Proceedings of the 51st Hawaii International Conference on System Sciences (pp. 533–542). Waikoloa Village, United States, US.
Li, H., Jiang, J., & Wu, M. (2014). The effects of trust assurances on consumers’ initial online trust: A two-stage decision-making process perspective. International Journal of Information Management, 34(3), 395–405.
Li, B., Hou, F., Guan, Z., & Chong, A. Y. L. (2018). What drives people to purchase virtual gifts in live streaming? The mediating role of flow (Chairs) In M. Hirano, M. Myers, & K. Kijima (Eds.). Proceedings of the 22nd Pacific Asia conference on information systems (PACIS 2018) (pp.3434–3447). Atlanta, GA: Association for Information Systems
Liljander, V., Gummerus, J., & Söderlund, M. (2015). Young consumers’ responses to suspected covert and overt blog marketing. Internet Research, 25(4), 610–632.
Lim, K. H., Sia, C. L., Lee, M., & Benbasat, I. (2006). Do I trust you online, and if so, will I buy? An empirical study of two trust-building strategies. Journal of Management Information Systems, 23(2), 233–266.
Limayem, M., Hirt, S., & Cheung, C. (2007). How habit limits the predictive power of intention: The case of information systems continuance. MIS Quarterly, 31(4), 705–737.
Lin, J., Lu, Y., Wang, B., & Wei, K. K. (2011). The role of inter-channel trust transfer in establishing mobile commerce trust. Electronic Commerce Research and Applications, 10(6), 615–625.
Liu, L., Lee, M. K. O., Liu, R., & Chen, J. (2018). Trust transfer in social media brand communities: The role of consumer engagement. International Journal of Information Management, 41, 1–13.
López, M., & Sicilia, M. (2014a). Determinants of e-WOM influence: The role of consumers’ internet experience. Journal of Theoretical and Applied Electronic Commerce Research, 9(1), 28–43.
López, M., & Sicilia, M. (2014b). eWOM as source of influence: The impact of participation in eWOM and perceived source trustworthiness on decision making. Journal of Interactive Advertising, 14(2), 86–97.
Lowry, P. B., Wilson, D., & Haig, W. L. (2014). A picture is worth a thousand words: Source credibility theory applied to logo and website design for heightened credibility and consumer trust. International Journal of Human-Computer Interaction, 30(1), 63–93.
Lu, Y., Zhao, L., & Wang, B. (2010). From virtual community members to C2C e-commerce buyers: Trust in virtual communities and its effect on consumers’ purchase intention. Electronic Commerce Research and Applications, 9(4), 346–360.
Lu, Y., Yang, S., Chau, P. Y. K., & Cao, Y. (2011). Dynamics between the trust transfer process and intention to use mobile payment services: A Cross-Environment Perspective. Information and Management, 48, 393–403.
Lu, B., Fan, W., & Zhou, M. (2016). Social presence, trust, and social commerce purchase intention: An empirical research. Computers in Human Behavior, 56, 225–237.
Lu, Z., Xia, H., Heo, S., & Wigdor, D. (2018). You watch, you give, and you engage: A study of live streaming practices in China (Chairs) In R. Mandryk, & M. Hancock (Eds.). Proceedings of the 2018 CHI conference on human factors in computing systems (pp. 466). Association for Computing Machinery.
Luo, C., Luo, X., Schatzber, L., & Sia, C. L. (2013). Impact of informational factors on online recommendation credibility: The moderating role of source credibility. Decision Support Systems, 56, 92–102.
Luo, C., Luo, X., Xu, Y., Warkentin, M., & Sia, C. L. (2015). Examining the moderating role of sense of membership in online review evaluations. Information & Management, 52(3), 305–316.
Machackova, H., & Smahel, D. (2018). The perceived importance of credibility cues for the assessment of the trustworthiness of online information by visitors of health related websites: The role of individual factors. Telematics and Informatics, 35, 1534–1541.
Majchrzak, A., Faraj, S., Kane, G. C., & Azad, B. (2013). The contradictory influence of social media affordances on online communal knowledge sharing. Journal of Computer-Mediated Communication, 19(1), 38–55.
Mäntymäki, M., & Salo, J. (2011). Teenagers in social virtual worlds: Continuous use and purchasing behavior in Habbo Hotel. Computers in Human Behavior, 27(6), 2088–2097.
Markham, D. (1968). The dimensions of source credibility of television newscasters. Journal of Communication, 18, 57–64.
McCroskey, J. (1966). Scales for the measurement of ethos. Speech Monographs, 33(1), 65–72.
McCroskey, J. C., & Jenson, T. A. (1975). Image of mass media news sources. Journal of Broadcasting, 19(2), 169–180.
McDonald, R. P., & Ho, M. H. R. (2002). Principles and practice in reporting structural equation analyses. Psychological Methods, 7(1), 64–82.
McEvily, B., Perrone, V., & Zaheer, A. (2003). Trust as an organizing principle. Organization Science - ORGAN SCI, 14, 91–103.
McKnight, D. H., Cummings, L. L., & Chervany, N. L. (1998). Initial trust formation in new organizational relationships. Academy of Management Review, 23(3), 473–490.
McKnight, D. H., Choudhury, V., & Kacmar, C. (2002). Developing and validating trust measures for e-commerce: An integrative typology. Information Systems Research, 3(3), 334–359.
McKnight, D. H., Kacmar, C. J., & Choudhury, V. (2004). Shifting factors and the ineffectiveness of third party assurance seals: A two-stage model of initial trust in a web business. Electronic Markets, 14(3), 252–266.
Mirabi, V., Akbariyeh, H., & Tahmasebifard, H. (2015). A study of factors affecting on customers purchase intention. Journal of Multidisciplinary Engineering Science and Technology, 2(1), 18–28.
Moorman, C., Deshpande, R., & Zaltman, G. (1993). Factors affecting trust in market research relationships. Journal of Marketing, 57(1), 81–101.
Na, Y. J., Kim, S., & Kim, S. (2014). Influence of consumer attitude toward online brand community on revisit intention and brand trust. Journal of Retailing and Consumer Services, 21(4), 581–589.
Ng, C. S. P. (2013). Intention to purchase on social commerce websites across cultures: A cross-regional study. Information & Management, 50, 609–620.
Nöteberg, A., Christiaanse, E., & Wallage, P. (1999). The role of trust and assurance services in electronic channels: an exploratory study. Proceedings of the 20th International Conference on Information Systems.
Nunnally, J. C. (1978). Psychometric theory (2nd ed.). McGraw-Hill Inc.
Ohanian, R. (1990). Construction and validation of a scale to measure celebrity endorsers’ perceived expertise, trustworthiness, and attractiveness. Journal of Advertising, 19(3), 39–52.
Pappas, N. (2016). Marketing strategies, perceived risks, and consumer trust in online buying behavior. Journal of Retailing and Consumer Services, 29, 92–103.
Park, H. J., & Lin, L. M. (2020). The effects of match-ups on the consumer attitudes toward internet celebrities and their live streaming contents in the context of product endorsement. Journal of Retailing and Consumer Services, 52, 101934.
Pavlou, P. A., & Gefen, D. (2004). Building effective online marketplaces with institution-based trust. Association for Information Systems, 15(1), 37–59.
Plasek, B., & Temesi, Á. (2019). The credibility of the effects of functional food products and consumers’ willingness to purchase/willingness to pay- review. Appetite, 143, 104398.
Powers, T., Advincula, D., Austin, M. S., Graiko, S., & Snyder, J. (2012). Digital and social media in the purchase decision process: A special report from the advertising research foundation. Journal of Advertising Research, 52(4), 479–489.
Preacher, K. J., & Hayes, A. F. (2008). Asymptotic and resampling strategies for assessing and comparing indirect effects in multiple mediator models. Behavior Research Methods, 40(3), 879–891.
Prentice, C., Wang, X., & Loureiro, S. M. C. (2019). The influence of brand experience and service quality on customer engagement. Journal of Retailing and Consumer Services, 50, 50–59.
Qiu, H. Z. (2010). Quantitative research and statistical analysis. Wunan Book. Co., Ltd.
Rokonuzzaman, Harun, A., Emran, A., & Prybutok, V. R. (2020). An investigation into the link between consumer’s product involvement and store loyalty: The roles of shopping value goals and information search as the mediating factors. Journal of Retailing and Consumer Services, 52, 101933.
Rosenbaum, M. S., Seger-Guttmann, T., & Giraldo, M. (2017). Commentary: Vulnerable consumers in service settings. Journal of Services Marketing, 31(4–5), 309–312.
Schau, H. J., Muñiz Jr, A. M., & Arnould, E. J. (2009). How brand community practices create value. Journal of Marketing, 73, 30–51.
Semuel, H., & Chandra, S. S. (2014). The analysis of corporate social responsibility implementation effects towards price fairness, trust and purchase intention at oriflame cosmetics product in Surabaya. Procedia - Social and Behavioral Sciences, 155, 42–47.
Shareef, M. A., Kapoor, K. K., Mukerji, B., Dwivedi, R., & Dwivedi, Y. K. (2020). Group behavior in social media: Antecedents of initial trust formation. Computers in Human Behavior, 105, 106225.
Sia, C. L., Lim, K. H., Leung, K., Lee, M. K. O., Huang, W. W., & Benbasat, I. (2009). Web strategies to promote internet shopping: Is cultural-customization needed? MIS Quarterly, 33(3), 491–512.
Song, H., Wang, J., & Han, H. (2019). Effect of image, satisfaction, trust, love, and respect on loyalty formation for name-brand coffee shops. International Journal of Hospitality Management, 79, 50–59.
Spekman, R. E. (1988). Strategic supplier selection: Understanding long-term buyer relationships. Business Horizons, 31(4), 75–81.
Stewart, K. J. (2003). Trust transfer on the world wide web. Organization Science, 14(1), 5–17.
Stouthuysen, K., Teunis, I., Reusen, E., & Slabbinck, H. (2018). Initial trust and intentions to buy: The effect of vendor-specific guarantees, customer reviews and the role of online shopping experience. Electronic Commerce Research and Applications, 27, 23–38.
Sudheer, S., Reddy, M. S. K., & Manideep, A. S. (2019). The influence of source credibility, endorser credibility and message appeal on consumers’ purchase intention: An empirical analysis. International Journal of Recent Technology and Engineering, 8(1), 2277–3878.
Sun, Y., Shao, X., Li, X., Guo, Y., & Nie, K. (2019). How live streaming influences purchase intentions in social commerce: An IT affordance perspective. Electronic Commerce Research and Applications, 37, 100886.
Thakur, R. (2018). Customer engagement and online reviews. Journal of Retailing and Consumer Services, 41, 48–59.
Todd, P. R., & Melancon, J. (2018). Gender and live-streaming: Source credibility and motivation. Journal of Research in Interactive Marketing, 12(1), 79–93.
Tsai, J. C. A., & Hung, S. Y. (2019). Examination of community identification and interpersonal trust on continuous use intention: Evidence from experienced online community members. Information & Management, 56, 552–569.
Tu, W., Yan, C., Yan, Y., Ding, X., & Sun, L. (2018). Who is earning? Understanding and modeling the virtual gifts behavior of users in live streaming economy (Chairs). In S. C. Chen, & M. L. Shyu (Eds.). 2018 IEEE conference on multimedia information processing and retrieval (MIPR) (pp. 118–123). Institute of Electrical and Electronics Engineers.
Valvi, A. C., & West, D. C. (2013). E-loyalty is not all about trust, price also matters: Extending expectation confirmation theory in bookselling websites. Journal of Electronic Commerce Research, 14(1), 99–123.
Van Doorn, J., Lemon, K. E., Mittal, V., Nab, S., Pick, D., & Pirner, P. (2010). Customer engagement behavior: Theoretical foundations and research directions. Journal of Service Research, 13(3), 253–266.
Wang, Z., & Kim, H. G. (2017). Can social media marketing improve customer relationship capabilities and firm performance? Dynamic capability perspective. Journal of Interactive Marketing, 39, 15–26.
Wang, N., Shen, X. L., & Sun, Y. (2013). Transition of electronic word-of-mouth services from web to mobile context: A trust transfer perspective. Decision Support Systems, 54(3), 1394–1403.
Wang, X., Wang, Y., Lin, X., & Abdullat, A. (2021). The dual concept of consumer value in social media brand community: A trust transfer perspective. International Journal of Information Management, 59, 102319.
Wohn, D. Y., Freeman, G., & McLaughlin, C. (2018). Explaining viewers’ emotional, instrumental, and financial support provision for live streamers (Chairs). In R. Mandryk, & M. Hancock (Eds.). Proceedings of the 2018 CHI conference on human factors in computing systems (pp. 474). Association for Computing Machinery.
Wongkitrungrueng, A., & Assarutb, N. (2020). The role of live streaming in building consumer trust and engagement with social commerce sellers. Journal of Business Research, 17, 543–556.
Wu, J. J., & Tsang, A. S. (2008). Factors affecting members’ trust belief and behaviour intention in virtual communities. Behaviour & Information Technology, 27(2), 115–125.
Xiao, L., Zhang, Y., & Fu, B. (2019). Exploring the moderators and causal process of trust transfer in online-to offline commerce. Journal of Business Research, 98, 214–226.
Yahia, I. B., Al-Neama, N., & Kerbache, L. (2018). Investigating the drivers for social commerce in social media platforms: Importance of trust, social support and the platform perceived usage. Journal of Retailing and Consumer Services, 41, 11–19.
Ye, S., Lei, S. I., Shen, H., & Xiao, H. (2020). Social presence, telepresence and customers’ intention to purchase online peer-to-peer accommodation: A mediating model. Journal of Hospitality and Tourism Management, 42, 119–129.
Yeon, J., Park, I., & Lee, D. (2019). What creates trust and who gets loyalty in social commerce? Journal of Retailing and Consumer Services, 50, 138–144.
Yu, E., Jung, C., Kim, H., & Jung, J. (2018). Impact of viewer engagement on gift-giving in live video streaming. Telematics and Informatics, 35(5), 1450–1460.
Zhang, M., Guo, L., Hu, M., & Liu, W. (2017). Influence of customer engagement with company social networks on stickiness: Mediating effect of customer value creation. International Journal of Information Management, 37(3), 229–240.
Zhao, X., Lynch, J. G., & Chen, Q. (2010). Reconsidering Baron and Kenny: myths and truths about mediation analysis. Journal of Consumer Research, 37(2), 197–206.
Zhao, L., Lu, Y., Wang, B., Chau, P. Y. K., & Zhang, L. (2012). Cultivating the sense of belonging and motivating user participation in virtual communities: A social capital perspective. International Journal of Information Management, 32(6), 574–588.
Zhao, Q., Chen, C. D., Cheng, H. W., & Wang, J. L. (2018). Determinants of live streamers’ continuance broadcasting intentions on twitch: A self-determination theory perspective. Telematics and Informatics, 35(2), 406–420.
Zhao, J. D., Huang, J. S., & Su, S. (2019). The effects of trust on consumers’ continuous purchase intentions in C2C social commerce: A trust transfer perspective. Journal of Retailing and Consumer Services, 50, 42–49.
Zhou, T. (2012). Understanding users’ initial trust in mobile banking: An elaboration likelihood perspective. Computers in Human Behavior, 28(4), 1518–1525.
Zhou, L., Wang, W., Xu, J., Liu, T., & Gu, J. (2018). Perceived information transparency in B2C e-commerce: An empirical investigation. Information & Management, 55(7), 912–927.
Zhou, F., Chen, L., & Su, Q. (2019). Understanding the impact of social distance on users’ broadcasting intention on live streaming platforms: A lens of the challenge hindrance stress perspective. Telematics and Informatics, 41, 46–54.
Zolkepli, I. A., & Kamarulzaman, Y. (2015). Social media adoption: The role of media needs and innovation characteristics. Computers in Human Behavior, 43, 189–209.
Funding
None of the authors received financial support for the research, authorship, or publication of this article.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Ethics approval
We declare that this manuscript is original, has not been published before, and is not currently being considered for publication elsewhere. Approval was obtained from the ethics committee of Taiwan. All authors approved the final version of the manuscript and agreed to its submission to the journal.
Informed consent
Informed consent was obtained from all participants before they completed the questionnaires.
Conflict of interest
All authors declare no conflicts of interest.
Additional information
Publisher’s note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Hsu, LC., Hu, SY. Antecedents and consequences of the trust transfer effect on social commerce: the moderating role of customer engagement. Curr Psychol 43, 4040–4061 (2024). https://doi.org/10.1007/s12144-023-04634-w
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12144-023-04634-w