Do brand influencers matter on TikTok? A social influence theory perspective

References

• Argyris, Y. A., Wang, Z., Kim, Y., & Yin, Z. (2020). The effects of visual congruence on increasing consumers’ brand engagement: An empirical investigation of influencer marketing on Instagram using deep-learning algorithms for automatic image classification. Computers in Human Behavior, 112, 106443. https://doi.org/10.1016/j.chb.2020.106443
   Web of Science ®Google Scholar
• Arora, A. S., & Sanni, S. A. (2019). Ten Years of ‘social media marketing’ research in the journal of promotion management: Research synthesis, emerging themes, and new directions. Journal of Promotion Management, 25(4), 476–499. https://doi.org/10.1080/10496491.2018.1448322
   Google Scholar
• Baldus, B. J., Voorhees, C., & Calantone, R. (2015). Online brand community engagement: Scale development and validation. Journal of Business Research, 68(5), 978–985. https://doi.org/10.1016/j.jbusres.2014.09.035
   Web of Science ®Google Scholar
• Barger, V., Peltier, J. W., & Schultz, D. E. (2016). Social media and consumer engagement: A review and research agenda. Journal of Research in Interactive Marketing, 10(4), 268–287. https://doi.org/10.1108/JRIM-06-2016-0065
   Web of Science ®Google Scholar
• Belanche, D., Casaló, L. V., Flavián, M., & Ibáñez-Sánchez, S. (2021). Understanding influencer marketing: The role of congruence between influencers, products and consumers. Journal of Business Research, 132, 186–195. https://doi.org/10.1016/j.jbusres.2021.03.067
   Web of Science ®Google Scholar
• Bentley, K., Chu, C., Nistor, C., Pehlivan, E., & Yalcin, T. (2021). Social media engagement for global influencers. Journal of Global Marketing, 34(3), 205–219. https://doi.org/10.1080/08911762.2021.1895403
   Web of Science ®Google Scholar
• Beyari, H., & Abareshi, A. (2018, June). The interaction of trust and social influence factors in the social commerce environment. International Conference of Reliable Information and Communication Technology (pp. 931–944). Springer, Cham.
   Google Scholar
• Blodgett, J. G., Hill, D. J., & Tax, S. S. (1997). The effects of distributive, procedural, and interactional justice on postcomplaint behavior. Journal of Retailing, 73(2), 185–210. https://doi.org/10.1016/S0022-4359(97)90003-8
   Web of Science ®Google Scholar
• Boas, T. C., Christenson, D. P., & Glick, D. M. (2020). Recruiting large online samples in the United States and India: Facebook, mechanical turk, and qualtrics. Political Science Research and Methods, 8(2), 232–250. https://doi.org/10.1017/psrm.2018.28
   Web of Science ®Google Scholar
• Bognar, Z. B., Puljic, N. P., & Kadezabek, D. (2019). Impact of influencer marketing on consumer behaviour. In Economic and Social Development: Book of Proceedings (pp. 301–309).
   Google Scholar
• Boon, C., & Golloub, E. (2021). How social media influencers helped the NYC public health system raise awareness of COVID-19 testing among historically disadvantaged populations. Journal of Digital & Social Media Marketing, 9(3), 198–204.
   Google Scholar
• Breves, P. L., Liebers, N., Abt, M., & Kunze, A. (2019). The perceived fit between Instagram influencers and the endorsed brand: How influencer–brand fit affects source credibility and persuasive effectiveness. Journal of Advertising Research, 59(4), 440–454. https://doi.org/10.2501/JAR-2019-030
   Web of Science ®Google Scholar
• Campagna, C. L., Donthu, N., & Yoo, B. (2021). Brand authenticity: Literature review, comprehensive definition, and an amalgamated scale. Journal of Marketing Theory & Practice, 1(17), 1–17. https://doi.org/10.1080/10696679.2021.2018937
   Google Scholar
• Campos-Castillo, C., & Hitlin, S. (2013). Copresence: Revisiting a building block for social interaction theories. Sociological Theory, 31(2), 168–192. https://doi.org/10.1177/0735275113489811
   Web of Science ®Google Scholar
• Ceyhan, A. (2019). The impact of perception related social media marketing applications on consumers’ brand loyalty and purchase intention. Emerging Markets Journal, 9(1), 88–100. https://doi.org/10.5195/emaj.2019.173
   Google Scholar
• Chang, M., Cheung, W., & Lai, V. (2005). Literature derived reference models for the adoption of online shopping. Information & Management, 42(4), 543–560. https://doi.org/10.1016/S0378-7206(04)00051-5
   Web of Science ®Google Scholar
• Childers, C. C., Lemon, L. L., & Hoy, M. G. (2018). #sponsored #Ad: Agency perspective on influencer marketing campaigns. Journal of Current Issues & Research in Advertising, 40(3), 258–274. https://doi.org/10.1080/10641734.2018.1521113
   Web of Science ®Google Scholar
• Cyca, M. (2022, March). 24 important TikTok stats marketers need to know in 2022. https://blog.hootsuite.com/tiktok-stats/
   Google Scholar
• Czepiel, J. A., & Gimore, R. (1987). Exploring the concept of loyalty in services. In J. A. Czepiel, C. A. Congram, & J. Shanahan, The services challenge: Integrating for competitive advantage (pp. 91–94). American Marketing Association.
   Google Scholar
• Danniswara, R., Sandhyaduhita, P., & Munajat, Q. (2017). The impact of EWOM referral, celebrity endorsement, and information quality on purchase decision: A case of Instagram. Information Resources Management Journal, 30(2), 23–43.
   Google Scholar
• DeCzynski, R. (2020). Small businesses are making serious sales on TikTok, Thanks to a new feature. https://www.inc.com/rebecca-deczynski/tiktok-shopify-square-social-commerce-small-businesses.html
   Google Scholar
• Delbaere, M., Michael, B., & Phillips, B. J. (2021). Social media influencers: A route to brand engagement for their followers. Psychology & Marketing, 38(1), 101–112. https://doi.org/10.1002/mar.21419
   Web of Science ®Google Scholar
• De Leyn, T., De Wolf, R., Vanden Abeele, M., & De Marez, L. (2021). In-between child’s play and teenage pop culture: Tweens, TikTok & privacy. Journal of Youth Studies, 25(8), 1–18. https://doi.org/10.1080/13676261.2021.1939286
   Web of Science ®Google Scholar
• Dholakia, U. M., Bagozzi, R. P., & Pearo, L. K. (2004). A social influence model of consumer participation in network- and small-group-based virtual communities. International Journal of Research in Marketing, 21(3), 241–263. https://doi.org/10.1016/j.ijresmar.2003.12.004
   Web of Science ®Google Scholar
• Ebrahim, R. S. (2020). The role of trust in understanding the impact of social media marketing on brand equity and brand loyalty. Journal of Relationship Marketing, 19(4), 287–308. https://doi.org/10.1080/15332667.2019.1705742
   Google Scholar
• Fannin, R. (2019, September 13). The strategy behind TikTok’s global rise. https://hbr.org/2019/09/the-strategy-behind-tiktoks-global-rise
   Google Scholar
• Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50. https://doi.org/10.1177/002224378101800104
   Web of Science ®Google Scholar
• Fortuna, C. D. H. (2022). TikTok as social media marketing and the impact on purchase decisions. Marketing Management Studies, 2(2), 180–190.
   Google Scholar
• Garg, P., Gupta, B., Dzever, S., Sivarajah, U., & Kumar, V. (2020). Examining the relationship between social media analytics practices and business performance in the Indian retail and IT industries: The mediation role of customer engagement. International Journal of Information Management, 52, 102069. https://doi.org/10.1016/j.ijinfomgt.2020.102069
   Web of Science ®Google Scholar
• Geyser, W. (2022, March 31). TikTok statistics - 63 TikTok state you need to know. https://influencermarketinghub.com/tiktok-stats/
   Google Scholar
• Giakoumaki, C., & Krepapa, A. (2020). Brand engagement in self-concept and consumer engagement in social media: The role of the source. Psychology & Marketing, 37(3), 457–465. https://doi.org/10.1002/mar.21312
   Web of Science ®Google Scholar
• Glass, G. V., Peckham, P. D., & Sanders, J. R. (1972). Consequences of failure to meet assumptions underlying the fixed effects analyses of variance and covariance. Review of Educational Research, 42(3), 237–288. https://doi.org/10.3102/00346543042003237
   Web of Science ®Google Scholar
• Goldsmith, E. B., & Goldsmith, R. E. (2011). Social influence and sustainability in households. International Journal of Consumer Studies, 35(2), 117–121. https://doi.org/10.1111/j.1470-6431.2010.00965.x
   Web of Science ®Google Scholar
• Guarda, T., Augusto, M. F., Victor, J. A., Mazón, L. M., Lopes, I., & Oliveira, P. (2021). The impact of TikTok on digital marketing. In Á. Rocha, J. L.Reis, M. K. Peter, R. Cayolla, S. Loureiro, & Z. Bogdanović (Eds.), Marketing and smart technologies: Smart innovation, systems and technologies (Vol. 205, pp. 35–44). Springer. https://doi.org/10.1007/978-981-33-4183-8_4
   Google Scholar
• Haenlein, M., Anadol, E., Farnsworth, T., Hugo, H., Hunichen, J., & Welte, D. (2020). Navigating the new era of influencer marketing: How to be successful on Instagram, TikTok, & Co. California Management Review, 63(1), 5–25. https://doi.org/10.1177/0008125620958166
   Web of Science ®Google Scholar
• Hair, J. F., Risher, J. J., Sarstedt, M., & Ringle, C. M. (2019). When to use and how to report the results of PLS-SEM. European Business Review, 31(1), 2–24. https://doi.org/10.1108/EBR-11-2018-0203
   Web of Science ®Google Scholar
• Handayani, R. C., Purwandari, B., Solichah, I., & Prima, P. (2018, September). The Impact of Instagram“Call-to-Action” buttons on customers’ impulse buying. In Proceedings of the 2nd International Conference on Business and Information Management (pp. 50–56). Barcelona, Spain.
   Google Scholar
• Hawkins, K., & Vel, P. (2013). Attitudinal loyalty, behavioral loyalty and social media: An introspection. The Marketing Review, 13(2), 125–141. https://doi.org/10.1362/146934713X13699019904605
   Google Scholar
• Huang, J., Boh, W. F., & Goh, K. (2011). From a social influence perspective: The impact of social media on movie sales. PACIS 2011 Proceedings, Paper 79. http://aisel.aisnet.org/pacis2011/79
   Google Scholar
• Hutter, K., Hautz, J., Dennhardt, S., & Füller, J. (2013). The impact of user interactions in social media on brand awareness and purchase intention: The case of MINI on Facebook. Journal of Product & Brand Management, 22(5/6), 342–351. https://doi.org/10.1108/JPBM-05-2013-0299
   Google Scholar
• Ibáñez-Sánchez, S., Flavián, M., Casaló, L. V., & Belanche, D. (2021). Influencers and brands successful collaborations: A mutual reinforcement to promote products and services on social media. Journal of Marketing Communications, 28(5), 1–18. https://doi.org/10.1080/13527266.2021.1929410
   Google Scholar
• Ismail, A. R. (2017). The influence of perceived social media marketing activities on brand loyalty: The mediation effect of brand and value consciousness. Asia Pacific Journal of Marketing & Logistics, 29(1), 129–144. https://doi.org/10.1108/APJML-10-2015-0154
   Web of Science ®Google Scholar
• Jai, T. C., Tong, X., & Chen, H. S. (2022). Building brand loyalty on social media: Theories, measurements, antecedents, and consequences. Journal of Brand Management, 29(1), 35–57. https://doi.org/10.1057/s41262-021-00252-8
   Web of Science ®Google Scholar
• Jin, S. V., Muqaddam, A., & Ryu, E. (2019). Instafamous and social media influencer marketing. Marketing Intelligence & Planning, 37(5), 567–579. https://doi.org/10.1108/MIP-09-2018-0375
   Web of Science ®Google Scholar
• John, L. K., Mochon, D., Emrich, O., & Schwartz, J. (2017). What’s the value of a like? Harvard Business Review, 95(2), 48–52.
   Web of Science ®Google Scholar
• Jun, S., & Yi, J. (2020). What makes followers loyal? The role of influencer interactivity in building influencer brand equity. Journal of Product & Brand Management, 29(6), 803–814. https://doi.org/10.1108/JPBM-02-2019-2280
   Web of Science ®Google Scholar
• Kang, M., & Schuett, M. A. (2013). Determinants of sharing travel experiences in social media. Journal of Travel & Tourism Marketing, 30(1–2), 93–107. https://doi.org/10.1080/10548408.2013.751237
   Web of Science ®Google Scholar
• Kaplan, A. M., & Haenlein, M. (2010). Users of the world, unite! The challenges and opportunities of social media. Business Horizons, 53(1), 59–68. https://doi.org/10.1016/j.bushor.2009.09.003
   Web of Science ®Google Scholar
• Karimi, S., Papamichail, K. N., & Holland, C. P. (2015). The effect of prior knowledge and decision-making style on the online purchase decision-making process: A typology of consumer shopping behaviour. Decision Support Systems, 77, 137–147. https://doi.org/10.1016/j.dss.2015.06.004
   Web of Science ®Google Scholar
• Kaye, D. B. V., Chen, X., & Zeng, J. (2021). The co-evolution of two Chinese mobile short video apps: Parallel platformization of Douyin and TikTok. Mobile Media & Communication, 9(2), 229–253. https://doi.org/10.1177/2050157920952120
   Web of Science ®Google Scholar
• Kelman, H. C. (1958). Compliance, identification, and internalization: Three processes of attitude change. The Journal of Conflict Resolution, 2(1), 51–60. https://doi.org/10.1177/002200275800200106
   Google Scholar
• Kemp, S. (2022). TikTok’s ad audience hits 1.02 billion (and other mind-blowing stats). https://blog.hootsuite.com/simon-kemp-social-media/
   Google Scholar
• Khan, M. L. (2017). Social media engagement: What motivates user participation and consumption on YouTube? Computers in Human Behavior, 66, 236–247. https://doi.org/10.1016/j.chb.2016.09.024
   Web of Science ®Google Scholar
• Kline, P. (2013). Handbook of psychological testing. Routledge.
   Google Scholar
• Kolo, C., & Haumer, F. (2018). Social media celebrities as influencers in brand communication: An empirical study on influencer content, its advertising relevance and audience expectations. Journal of Digital & Social Media Marketing, 6(3), 273–282.
   Google Scholar
• Krejcie, R. V., & Morgan, D. W. (1970). Determining sample size for research activities. Educational and Psychological Measurement, 30(3), 607–610. https://doi.org/10.1177/001316447003000308
   Web of Science ®Google Scholar
• Lee, J. A., & Eastin, M. S. (2020). I like what she’s #Endorsing: The impact of female social media influencers’ perceived sincerity, consumer envy, and product type. Journal of Interactive Advertising, 20(1), 76–91. https://doi.org/10.1080/15252019.2020.1737849
   Google Scholar
• Lee, J., & Hong, I. B. (2016). Predicting positive user responses to social media advertising: The roles of emotional appeal, informativeness, and creativity. International Journal of Information Management, 36(3), 360–373. https://doi.org/10.1016/j.ijinfomgt.2016.01.001
   Web of Science ®Google Scholar
• Lê Giang Nam, H. T. D. (2018). Impact of social media Influencer marketing on consumer at Ho Chi Minh City. The International Journal of Social Sciences and Humanities Invention, 5(5), 4710–4714. https://doi.org/10.18535/ijsshi/v5i5.10
   Google Scholar
• Leite, F. P., & Baptista, P. (2022). The effects of social media influencers’ self-disclosure on behavioral intentions: The role of source credibility, parasocial relationships, and brand trust. Journal of Marketing Theory & Practice, 30(3), 295–311. https://doi.org/10.1080/10696679.2021.1935275
   Web of Science ®Google Scholar
• Li, F., Larimo, J., & Leonidou, L. C. (2021). Social media marketing strategy: Definition, conceptualization, taxonomy, validation, and future agenda. Journal of the Academy of Marketing Science, 49(1), 51–70. https://doi.org/10.1007/s11747-020-00733-3
   Web of Science ®Google Scholar
• Lim, J. S., Hwang, Y., Kim, S., & Biocca, F. A. (2015). How social media engagement leads to sports channel loyalty: Mediating roles of social presence and channel commitment. Computers in Human Behavior, 46, 158–167. https://doi.org/10.1016/j.chb.2015.01.013
   Web of Science ®Google Scholar
• Lim, X. J., Radzol, A. M., Cheah, J., & Wong, M. W. (2017). The impact of social media influencers on purchase intention and the mediation effect of customer attitude. Asian Journal of Business Research, 7(2), 19–36. https://doi.org/10.14707/ajbr.170035
   Google Scholar
• Li, M. W., Teng, H. Y., & Chen, C. Y. (2020). Unlocking the customer engagement-brand loyalty relationship in tourism social media: The roles of brand attachment and customer trust. Journal of Hospitality & Tourism Management, 44, 184–192. https://doi.org/10.1016/j.jhtm.2020.06.015
   Web of Science ®Google Scholar
• Lou, C., & Yuan, S. (2019). Influencer marketing: How message value and credibility affect consumer trust of branded content on social media. Journal of Interactive Advertising, 19(1), 58–73. https://doi.org/10.1080/15252019.2018.1533501
   Google Scholar
• Lusk, J. L., McLaughlin, L., & Jaeger, S. R. (2007). Strategy and response to purchase intention questions. Marketing Letters, 18(1), 31–44. https://doi.org/10.1007/s11002-006-9005-7
   Web of Science ®Google Scholar
• Mann, B., & Ghuman, M. (2018). What and how to communicate about a corporate brand with the consumers: An exploratory study. Journal of Marketing Communications, 24(3), 230–249. https://doi.org/10.1080/13527266.2014.995206
   Google Scholar
• Martínez-López, F. J., Anaya-Sánchez, R., Fernández Giordano, M., & Lopez-Lopez, D. (2020). Behind influencer marketing: Key marketing decisions and their effects on followers’ responses. Journal of Marketing Management, 36(7–8), 579–607. https://doi.org/10.1080/0267257X.2020.1738525
   Web of Science ®Google Scholar
• Maslowska, E., Ohme, J., & Segijn, C. (2021). Attention to social media ads: The role of consumer recommendations and smartphones. Journal of Interactive Advertising, 21(3), 283–296. https://doi.org/10.1080/15252019.2021.1997675
   Google Scholar
• Matsuo, M., Minami, C., & Matsuyama, T. (2018). Social influence on innovation resistance in internet banking services. Journal of Retailing & Consumer Services, 45, 42–51. https://doi.org/10.1016/j.jretconser.2018.08.005
   Web of Science ®Google Scholar
• McAlexander, J. H., Kim, S. K., & Roberts, S. D. (2003). Loyalty: The influences of satisfaction and brand community integration. Journal of Marketing Theory & Practice, 11(4), 1–11. https://doi.org/10.1080/10696679.2003.11658504
   Google Scholar
• McCormick, K. (2016). Celebrity endorsements: Influence of a product-endorser match on Millennials attitudes and purchase intentions. Journal of Retailing & Consumer Services, 32, 39–45. https://doi.org/10.1016/j.jretconser.2016.05.012
   Web of Science ®Google Scholar
• McMullan, R., & Gilmore, A. (2003). The conceptual development of customer loyalty measurement: A proposed scale. Journal of Targeting Measurement & Analysis for Marketing, 11(3), 230–243. https://doi.org/10.1057/palgrave.jt.5740080
   Google Scholar
• Miller, B. K. (2021). Impact of social desirability and common method variance on two measures of entitlement. Psychological Reports, 124(4), 1845–1862. https://doi.org/10.1177/0033294120937439
   PubMed Web of Science ®Google Scholar
• Montag, C., Yang, H., & Elhai, J. D. (2021). On the psychology of TikTok use: A first glimpse from empirical findings. Frontiers in Public Health, 9, 62. https://doi.org/10.3389/fpubh.2021.641673
   Web of Science ®Google Scholar
• Mortazavi, M., Esfidani, M. R., & Barzoki, A. S. (2014). Influencing VSN users’ purchase intentions. Journal of Research in Interactive Marketing, 8(2), 102–123. https://doi.org/10.1108/JRIM-08-2013-0057
   Google Scholar
• Müller, J., & Christandl, F. (2019). Content is king – but who is the king of kings? The effect of content marketing, sponsored content & user-generated content on brand responses. Computers in Human Behavior, 96, 46–55. https://doi.org/10.1016/j.chb.2019.02.006
   Web of Science ®Google Scholar
• Myers, S., Sen, S., Syrdal, H., & Woodroof, P. (2022). The impact of Persuasion knowledge cues on social media engagement: A look at pet influencer marketing. Journal of Marketing Theory & Practice, 1–18. https://doi.org/10.1080/10696679.2022.2093224
   Web of Science ®Google Scholar
• Naeem, M., & Ozuem, W. (2021). Customers’ social interactions and panic buying behavior: Insights from social media practices. Journal of Consumer Behaviour, 20(5), 1191–1203. https://doi.org/10.1002/cb.1925
   Web of Science ®Google Scholar
• Nasir, V. A., Keserel, A. C., Surgit, O. E., & Nalbant, M. (2021). Segmenting consumers based on social media advertising perceptions: How does purchase intention differ across segments? Telematics and Informatics, 64, 101687. https://doi.org/10.1016/j.tele.2021.101687
   Web of Science ®Google Scholar
• Nunnally, J. C., & Bernstein, I. H. (1994). Validity. Psychometric Theory, 17(3), 99–132.
   Google Scholar
• Omar, B., & Dequan, W. (2020). Watch, share or create: The influence of personality traits and user motivation on TikTok mobile video usage. International Journal of Interactive Mobile Technologies, 14(4), 121–137. https://doi.org/10.3991/ijim.v14i04.12429
   Google Scholar
• Pan, Y., Torres, I. M., & Zúñiga, M. A. (2019). Social media communications and marketing strategy: A taxonomical review of potential explanatory approaches. Journal of Internet Commerce, 18(1), 73–90. https://doi.org/10.1080/15332861.2019.1567187
   Web of Science ®Google Scholar
• Paruthi, M., & Kaur, H. (2017). Scale development and validation for measuring online engagement. Journal of Internet Commerce, 16(2), 127–147. https://doi.org/10.1080/15332861.2017.1299497
   Web of Science ®Google Scholar
• Pavlou, P. A., & Stewart, D. W. (2000). Measuring the effects and effectiveness of interactive advertising. Journal of Interactive Advertising, 1(1), 61–77. https://doi.org/10.1080/15252019.2000.10722044
   Google Scholar
• Perez-Vega, R., Waite, K., & O’Gorman, K. (2016). Social impact theory: An examination of how immediacy operates as an influence upon social media interaction in Facebook fan pages. The Marketing Review, 16(3), 299–321. https://doi.org/10.1362/146934716X14636478977791
   Google Scholar
• Prasad, S., Garg, A., & Prasad, S. (2019). Purchase decision of generation Y in an online environment. Marketing Intelligence & Planning, 37(4), 372–385. https://doi.org/10.1108/MIP-02-2018-0070
   Web of Science ®Google Scholar
• Sands, S., Campbell, C. L., Plangger, K., & Ferraro, C. (2022). Unreal influence: Leveraging AI in influencer marketing. European Journal of Marketing, 56(6), 1721–1747. https://doi.org/10.1108/EJM-12-2019-0949
   Web of Science ®Google Scholar
• Schultz, D. E., & Peltier, J. (2013). Social media’s slippery slope: Challenges, opportunities and future research directions. Journal of Research in Interactive Marketing, 7(2), 86–99. https://doi.org/10.1108/JRIM-12-2012-0054
   Google Scholar
• Shah, P. (2021, March 29). YouTube story vs Instagram reels: Which TikTok clone is better. https://www.guidingtech.com/youtube-story-vs-instagram-reels-short-video-platform-comparison/
   Google Scholar
• Shao, W., & Ross, M. (2015). Testing a conceptual model of Facebook brand page communities. Journal of Research in Interactive Marketing, 9(3), 239–258. https://doi.org/10.1108/JRIM-05-2014-0027
   Web of Science ®Google Scholar
• Sharma, S., & Bumb, A. (2022). Femluencing: Integration of femvertising and influencer marketing on social media. Journal of Interactive Advertising, 22(1), 95–111. https://doi.org/10.1080/15252019.2022.2032493
   Google Scholar
• Shen, A. X., Cheung, C. M., Lee, M. K., & Chen, H. (2011). How social influence affects we-intention to use instant messaging: The moderating effect of usage experience. Information Systems Frontiers, 13(2), 157–169. https://doi.org/10.1007/s10796-009-9193-9
   Web of Science ®Google Scholar
• Simmering, M. J., Fuller, C. M., Richardson, H. A., Ocal, Y., & Atinc, G. M. (2015). Marker variable choice, reporting, and interpretation in the detection of common method variance: A review and demonstration. Organizational Research Methods, 18(3), 473–511. https://doi.org/10.1177/1094428114560023
   Web of Science ®Google Scholar
• Sinclair, J. (2016). Advertising and media in the age of the algorithm. International Journal of Communication, 10, 14.
   Google Scholar
• Smith, B. (2021, December 5). How TikTok reads your mind. https://www.nytimes.com/2021/12/05/business/media/TikTok-algorithm.html
   Google Scholar
• Southern, M. (2021, September 21). Google working on indexing Instagram & TikTok videos. https://www.searchenginejournal.com/google-working-on-indexing-instagram-tiktok-videos/421018
   Google Scholar
• Statista. (2022). Distribution of TikTok users worldwide as of January 2022, by age and gender. https://www.statista.com/statistics/1299771/tiktok-global-user-age-distribution/
   Google Scholar
• Stephen, A. T., & Toubia, O. (2010). Deriving value from social commerce networks. Journal of Marketing Research, 47(2), 215–228. https://doi.org/10.1509/jmkr.47.2.215
   Web of Science ®Google Scholar
• Su, Y., Baker, B. J., Doyle, J. P., & Yan, M. (2020). Fan engagement in 15 seconds: Athletes’ relationship marketing during a pandemic via TikTok. International Journal of Sport Communication, 13(3), 436–446. https://doi.org/10.1123/ijsc.2020-0238
   Web of Science ®Google Scholar
• Szczepańska, K., & Gawron, P. P. (2011). Changes in approach to customer loyalty. Contemporary Economics, 5(1), 60–69. https://doi.org/10.5709/ce.1897-9254.5
   Google Scholar
• Tafesse, W., & Wien, A. (2018). Using message strategy to drive consumer behavioral engagement on social media. Journal of Consumer Marketing, 35(3), 241–253. https://doi.org/10.1108/JCM-08-2016-1905
   Web of Science ®Google Scholar
• Taheri, B., Jafari, A., & O’Gorman, K. (2014). Keeping your audience: Presenting a visitor engagement scale. Tourism Management, 42, 321–329. https://doi.org/10.1016/j.tourman.2013.12.011
   Web of Science ®Google Scholar
• Tomkovick, C., Yelkur, R., & Christians, L. (2001). The USA’s biggest marketing event keeps getting bigger: An in-depth look at Super Bowl advertising in the 1990s. Journal of Marketing Communications, 7(2), 89–108. https://doi.org/10.1080/13527260121725
   Google Scholar
• Tran, T. P., Blanchflower, T. M., & Lin, C. W. (2022). Examining the effects of Facebook’s personalized advertisements on brand love. Journal of Marketing Theory & Practice, 1–20. https://doi.org/10.1080/10696679.2022.2096637
   Web of Science ®Google Scholar
• Trivedi, J. P., Deshmukh, S., & Kishore, A. (2020). Wooing the consumer in a six-second commercial! Measuring the efficacy of bumper advertisements on YouTube. International Journal of Electronic Marketing and Retailing, 11(3), 307–322. https://doi.org/10.1504/IJEMR.2020.108131
   Google Scholar
• Tsai, W. H. S., & Men, L. R. (2013). Motivations and antecedents of consumer engagement with brand pages on social networking sites. Journal of Interactive Advertising, 13(2), 76–87. https://doi.org/10.1080/15252019.2013.826549
   Google Scholar
• Tsen, W. S., & Cheng, B. K. L. (2021). Who to find to endorse? Evaluation of online influencers among young consumers and its implications for effective influencer marketing. Young Consumers, 22(2), 237–253. https://doi.org/10.1108/YC-10-2020-1226
   Web of Science ®Google Scholar
• Uzunoğlu, E., & Kip, S. M. (2014). Brand communication through digital influencers: Leveraging blogger engagement. International Journal of Information Management, 34(5), 592–602. https://doi.org/10.1016/j.ijinfomgt.2014.04.007
   Web of Science ®Google Scholar
• Varnali, K. (2021). Online behavioral advertising: An integrative review. Journal of Marketing Communications, 27(1), 93–114. https://doi.org/10.1080/13527266.2019.1630664
   Google Scholar
• Voorveld, H. A., Van Noort, G., Muntinga, D. G., & Bronner, F. (2018). Engagement with social media and social media advertising: The differentiating role of platform type. Journal of Advertising, 47(1), 38–54. https://doi.org/10.1080/00913367.2017.1405754
   Web of Science ®Google Scholar
• Wang, Y. (2020). Humor and camera view on mobile short-form video apps influence user experience and technology-adoption intent, an example of TikTok (DouYin). Computers in Human Behavior, 110, 106373. https://doi.org/10.1016/j.chb.2020.106373
   Web of Science ®Google Scholar
• Wang, N., & Sun, Y. (2016). Social influence or personal preference? Examining the determinants of usage intention across social media with different sociability. Information Development, 32(5), 1442–1456. https://doi.org/10.1177/0266666915603224
   Web of Science ®Google Scholar
• Westland, C. (2010). Lower bounds on sample size in structural equation modeling. Electronic Commerce Research and Applications, 9(6), 476–487. https://doi.org/10.1016/j.elerap.2010.07.003
   Web of Science ®Google Scholar
• Whitlark, D. B., Geurts, M. D., & Swenson, M. J. (1993). New product forecasting with a purchase intention survey. The Journal of Business Forecasting, 12(3), 18.
   Google Scholar
• Wiese, M., & Akareem, H. S. (2020). Determining perceptions, attitudes and behaviour towards social network site advertising in a three-country context. Journal of Marketing Management, 36(5–6), 420–455. https://doi.org/10.1080/0267257X.2020.1751242
   Web of Science ®Google Scholar
• Wold, H. O. A. (1982). Soft modeling: The basic design and some extensions. In K. G. Jöreskog & H. O. A. Wold (Eds.), Systems under indirect observations: Part II (pp. 1–54). North-Holland Amsterdam.
   Google Scholar
• Wong, C. S., Law, K. S., & Huang, G. H. (2008). On the importance of conducting construct-level analysis for multidimensional constructs in theory development and testing. Journal of Management, 34(4), 744–764. https://doi.org/10.1177/0149206307312506
   Web of Science ®Google Scholar
• Wright, M., & MacRae, M. (2007). Bias and variability in purchase intention scales. Journal of the Academy of Marketing Science, 35(4), 617–624. https://doi.org/10.1007/s11747-007-0049-x
   Web of Science ®Google Scholar
• Wyld, W. (2021). 5 tips to increase watch time on TikTok. https://www.wavewyld.com/post/5-tips-to-increase-watch-time-on-tiktok
   Google Scholar
• Xue, F., & Zhou, L. (2019). Social information in Facebook news feed ads: Effects of personal relevance and brand familiarity. Journal of Promotion Management, 25(4), 570–588. https://doi.org/10.1080/10496491.2018.1500410
   Google Scholar
• Yadav, M. S., De Valck, K., Hennig-Thurau, T., Hoffman, D. L., & Spann, M. (2013). Social commerce: A contingency framework for assessing marketing potential. Journal of Interactive Marketing, 27(4), 311–323. https://doi.org/10.1016/j.intmar.2013.09.001
   Web of Science ®Google Scholar
• Yang, Y., & Ha, L. (2021). Why people use TikTok (Douyin) and how their purchase intentions are affected by social media influencers in China: A uses and gratifications and parasocial relationship perspective. Journal of Interactive Advertising, 21(3), 297–305. https://doi.org/10.1080/15252019.2021.1995544
   Google Scholar
• Yim, C. K., & Kannan, P. K. (1999). Consumer behavioral loyalty. Journal of Business Research, 44(2), 75–92. https://doi.org/10.1016/S0148-2963(97)00243-9
   Web of Science ®Google Scholar
• Zhang, K. Z., & Benyoucef, M. (2016). Consumer behavior in social commerce: A literature review. Decision Support Systems, 86, 95–108. https://doi.org/10.1016/j.dss.2016.04.001
   Web of Science ®Google Scholar
• Zhang, C., & Laroche, M. (2020). Brand hate: A multidimensional construct. Journal of Product & Brand Management, 30(3), 392–414. https://doi.org/10.1108/JPBM-11-2018-2103
   Web of Science ®Google Scholar
• Zhang, M., & Liu, Y. (2021). A commentary of TikTok recommendation algorithms in MIT technology review 2021. Fundamental Research, 1(6), 846–847. https://doi.org/10.1016/j.fmre.2021.11.015
   Google Scholar