Comparing E-Commerce Micro- and Macroinfluencers in TikTok Videos: Effects of Strategies on Audience Likes, Audience Shares, and Brand Sales

References

• Aventura. 2021, September 6. “China’s New Influencer Economy.” https://aventura.group/2021/09/06/chinas-new-influencer-economy-a-1000-billion-usd-opportunity/
   Google Scholar
• Bazerman, Max. 2001. “Consumer Research for Consumers.” Journal of Consumer Research 27 (4): 499–504. https://doi.org/10.1086/319624
   Web of Science ®Google Scholar
• Brennan, Matthew. 2020. Attention Factory: The Story of TikTok and China’s ByteDance. China: China Channel.
   Google Scholar
• Campbell, Colin, and Justine Rapp Farrell. 2020. “More than Meets the Eye: The Functional Components Underlying Influencer Marketing.” Business Horizons 63 (4): 469–479. https://doi.org/10.1016/j.bushor.2020.03.003
   Web of Science ®Google Scholar
• Chae, Jiyoung. 2018. “Explaining Females’ Envy toward Social Media Influencers.” Media Psychology 21 (2): 246–262. https://doi.org/10.1080/15213269.2017.1328312
   Web of Science ®Google Scholar
• Cocker, Hayley L., and James Cronin. 2017. “Charismatic Authority and the YouTuber: Unpacking the New Cults of Personality.” Marketing Theory 17 (4): 455–472. https://doi.org/10.1177/1470593117692022
   Web of Science ®Google Scholar
• Daryanto, Ahmad. 2020. “EndoS: An SPSS Macro to Assess Endogeneity.” The Quantitative Methods for Psychology 16 (1): 56–70. https://doi.org/10.20982/tqmp.16.1.p056
   Web of Science ®Google Scholar
• Daxue Consulting. 2021, September 4. “Guide to KOL Marketing in China.” https://daxueconsulting.com/kolmarketing-china-2/
   Google Scholar
• Ehlers, Kelly. 2021, June 2. “Micro-Influencers: When Smaller Is Better.” Forbes. https://www.forbes.com/sites/forbesagencycouncil/2021/06/02/micro-influencers-when-smaller-is-better/?sh=59edecfd539b
   Google Scholar
• García-Rapp, F. 2017. “My Friend Bubz: Building Intimacy on YouTube’s Beauty Community.” In Mediated Intimacies, edited by R. Andreassen, M. N. Petersen, K. Harrison, and T. Raun, 282–295. London: Routledge.
   Google Scholar
• Geyser, Werner. 2023, February 7. “The State of Influencer Marketing 2023: Benchmark Report.” Influencer Marketing Hub. https://influencermarketinghub.com/influencer-marketing-benchmark-report/
   Google Scholar
• Gong, Wanqi, and Xigen Li. 2017. “Engaging Fans on Microblog: The Synthetic Influence of Parasocial Interaction and Source Characteristics on Celebrity Endorsement.” Psychology & Marketing 34 (7): 720–732. https://doi.org/10.1002/mar.21018
   Web of Science ®Google Scholar
• Harre, Frank E., Kerry L. Lee, Jr., and Barbara G. Pollock. 1988. “Regression Models in Clinical Studies: Determining Relationships between Predictors and Response.” Journal of the National Cancer Institute 80 (15): 1198–1202. https://doi.org/10.1093/jnci/80.15.1198
   PubMedGoogle Scholar
• Hendriks, Eric Cornelis. 2017. “Breaking Away from Charisma? The Celebrity Industry’s Contradictory Connection to Charismatic Authority.” Communication Theory 27 (4): 347–366. https://doi.org/10.1111/comt.12120
   Web of Science ®Google Scholar
• Hsu, Chin‐Lung, Chuan-Chuan Lin, and Hsiu‐Sen Chiang. 2013. “The Effects of Blogger Recommendations on Customers’ Online Shopping Intentions.” Internet Research 23 (1): 69–88. https://doi.org/10.1108/10662241311295782
   Web of Science ®Google Scholar
• Hung, Kineta. 2014. “Why Celebrity Sells: A Dual Entertainment Path Model of Brand Endorsement.” Journal of Advertising 43 (2): 155–166. https://doi.org/10.1080/00913367.2013.838720
   Web of Science ®Google Scholar
• Hung, Kineta. 2020. “Celebrity and Influencer in a Fan Economy: Unfolding the Fans’ Roles in Enhancing Endorsement Effects.” In Multidisciplinary Perspectives on Media Fandom, edited by Robert Dunn, 323–340. Hershey: IGI Global.
   Google Scholar
• Hung, Kineta. 2021. “Celebrity, Influencer, and Brand Endorsement: Processes and Effects.” In Oxford Research Encyclopedia of Communication, edited by Jon Nussbaum. Oxford University Press. https://doi.org/10.1093/acrefore/9780190228613.013.1106
   Google Scholar
• Hung, Kineta H., and Stella Yiyan Li. 2007. “The Influence of eWOM on Virtual Consumer Communities: Social Capital, Consumer Learning, and Behavioral Outcomes.” Journal of Advertising Research 47 (4): 485–495. https://doi.org/10.2501/S002184990707050X
   Web of Science ®Google Scholar
• Hung, Kineta, Stella Yiyan Li, and David K. Tse. 2011. “Interpersonal Trust and Platform Credibility in a Chinese Multi-Brand Online Community.” Journal of Advertising 40 (3): 99–112. https://doi.org/10.2753/JOA0091-3367400308
   Web of Science ®Google Scholar
• Hung, Kineta, David K. Tse, and Terri H. Chan. 2022. “E-Commerce Influencers in China: Dual-Route Model on Likes, Shares, and Sales.” Journal of Advertising 51 (4): 486–501. https://doi.org/10.1080/00913367.2021.1990811
   Web of Science ®Google Scholar
• Iqbal, Mansoor. 2023, August 23. “TikTok Revenue and Usage Statistics 2023.” Business of Apps. https://www.businessofapps.com/data/tik-tok-statistics/
   Google Scholar
• Jiménez-Castillo, D., and R. Sánchez-Fernández. 2019. “The Role of Digital Influencers in Brand Recommendation: Examining Their Impact on Engagement, Expected Value and Purchase Intention.” International Journal of Information Management 49: 366–376. https://doi.org/10.1016/j.ijinfomgt.2019.07.009
   Web of Science ®Google Scholar
• Jin, S. Venus, Ehri Ryu, and Aziz Muqaddam. 2021. “I Trust What She’s #Endorsing on Instagram: Moderating Effects of Parasocial Interaction and Social Presence in Fashion Influencer Marketing.” Journal of Fashion Marketing and Management: An International Journal 25 (4): 665–681. https://doi.org/10.1108/JFMM-04-2020-0059
   Google Scholar
• Kay, Samantha, Rory Mulcahy, and Joy Parkinson. 2020. “When Less Is More: The Impact of Macro and Micro Social Media Influencers’ Disclosure.” Journal of Marketing Management 36 (3-4): 248–278. https://doi.org/10.1080/0267257X.2020.1718740
   Web of Science ®Google Scholar
• Ki, Chung-Wha, and Youn-Kyung Kim. 2019. “The Mechanism by Which Social Media Influencers Persuade Consumers: The Role of Consumers’ Desire to Mimic.” Psychology & Marketing 36 (10): 905–922. https://doi.org/10.1002/mar.21244
   Web of Science ®Google Scholar
• Kolbe, Richard, and Melissa Burnett. 1991. “Content-Analysis Research: An Examination of Applications with Directives for Improving Research Reliability and Objectivity.” Journal of Consumer Research 18 (2): 243–250. https://doi.org/10.1086/209256
   Web of Science ®Google Scholar
• Ladhari, Riadh, Elodie Massa, and Hamida Skandrani. 2020. “YouTube Vloggers’ Popularity and Influence: The Roles of Homophily, Emotional Attachment, and Expertise.” Journal of Retailing and Consumer Services 54: 102027. https://doi.org/10.1016/j.jretconser.2019.102027
   Web of Science ®Google Scholar
• Leung, Fine F., Flora F. Gu, and Robert W. Palmatier. 2022. “Online Influencer Marketing.” Journal of the Academy of Marketing Science 50 (2): 226–251. https://doi.org/10.1007/s11747-021-00829-4
   Web of Science ®Google Scholar
• Li, Yung-Ming, Cheng-Yang Lai, and Ching-Wen Chen. 2011. “Discovering Influencers for Marketing in the Blogosphere.” Information Sciences 181 (23): 5143–5157. https://doi.org/10.1016/j.ins.2011.07.023
   Web of Science ®Google Scholar
• Li, Yung-Ming, Cheng-Yang Lai, and Lien-Fa Lin. 2017. “A Diffusion Planning Mechanism for Social Marketing.” Information & Management 54 (5): 638–650. https://doi.org/10.1016/j.im.2016.12.006
   Web of Science ®Google Scholar
• Liu-Thompkins, Yuping. 2012. “Seeding Viral Content: The Role of Message and Network Factors.” Journal of Advertising Research 52 (4): 465–478. https://doi.org/10.2501/JAR-52-4-465-478
   Web of Science ®Google Scholar
• Lou, Chen, and Shupei Yuan. 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
• Marques, Rios, Beatriz Casais, and MarkAnthony Camilleri. 2020. “The Effect of Macro Celebrity and Micro Influencer Endorsements on Consumer-Brand Engagement on Instagram.” In Strategic Corporate Communication in the Digital Age, edited by M. A. Camilleri, 131–144. Bingley: Emerald.
   Google Scholar
• McGuire, William J. 2001. “Input and Output Variables Currently Promising for Constructing Persuasive Communications.” In Public Communication Campaigns, edited by R. E. Rice and C. K. Atkin, 3rd ed., 22–48. Thousand Oaks, CA: Sage.
   Google Scholar
• McPherson, Miller, Lynn Smith-Lovin, and Craig Rawlings. 2021. “The Enormous Flock of Homophily Researchers: Assessing and Promoting a Research Agenda.” In Personal Networks: Classic Readings and New Directions in Egocentric Analysis, edited by M. Small, B. Perry, B. Pescosolido, and F. Smith, 459–470. Cambridge: Cambridge University Press.
   Google Scholar
• McQuarrie, Edward, Jessica Miller, and Barbara Phillips. 2012. “The Megaphone Effect: Taste and Audience in Fashion Blogging.” Journal of Consumer Research 40 (1): 136–158. https://doi.org/10.1086/669042
   Web of Science ®Google Scholar
• Morhart, F., K. Wilcox, S. Czellar, and R. V. Kozinets. 2020. “#Luxe: Influencers, Selfies, and the Marketizing of Morality.” In Research Handbook on Luxury Branding, edited by Felicitas Morhart, Sandor Czellar and Keith Wilcox, 282–299. Cheltenham: Edward Elgar.
   Google Scholar
• Osborne, Jason. 2010. “Improving Your Data Transformations: Applying the Box-Cox Transformation.” Practical Assessment, Research, and Evaluation 15 (1): 12.
   Google Scholar
• Park, Jiwoon, Ji Min Lee, Vikki Yiqi Xiong, Felix Septianto, and Yuri Seo. 2021. “David and Goliath: When and Why Micro-Influencers Are More Persuasive than Mega-Influencers.” Journal of Advertising 50 (5): 584–602. https://doi.org/10.1080/00913367.2021.1980470
   Web of Science ®Google Scholar
• Parmar, Bhaveshkumar J., and Rajnikant P. Patel. 2014. “A Study on Consumer Perception for Celebrity & Non-Celebrity Endorsement in Television Commercials for Fast Moving Consumer Goods.” Global Business and Economics Research Journal 3 (2): 1–11.
   Google Scholar
• Pjdaren. 2023. “The State of the Influencers—China 2023.” https://mpost.io/wp-content/uploads/China-State-of-Influencers-2023.pdf
   Google Scholar
• Pringle, Hamish. 2004. Celebrity Sells. Chichester: Wiley & Sons.
   Google Scholar
• Rajaram, Prashant, and Puneet Manchanda. 2020. “Video Influencers: Unboxing the Mystique.” arXiv preprint arXiv:2012.12311.
   Google Scholar
• Richardson, Emma. 2023. “Micro-Influencers: What Are They?” https://influencermatchmaker.co.uk/news/micro-influencers-what-are-they
   Google Scholar
• Robles, Patricio. 2020, January 2. “Do Marketers Really Know How Big China’s Influencer Economy Is?.” Econsultancy. https://econsultancy.com/do-marketers-really-know-how-big-chinas-influencer-economy-is/#:∼:text=While%20%244bn%20in%20influencer,sales%20in%20China%20last%20year
   Google Scholar
• Rudat, Anja, Jürgen Buder, and Friedrich W. Hesse. 2014. “Audience Design in Twitter: Retweeting Behavior between Informational Value and Followers’ Interests.” Computers in Human Behavior 35: 132–139. https://doi.org/10.1016/j.chb.2014.03.006
   Web of Science ®Google Scholar
• Rungruangjit, Warinrampai, and Kitti Charoenpornpanichkul. 2022. “Building Stronger Brand Evangelism for Sustainable Marketing through Micro-Influencer-Generated Content on Instagram in the Fashion Industry.” Sustainability 14 (23): 15770. https://doi.org/10.3390/su142315770
   Web of Science ®Google Scholar
• Saeed, Rashid, Rimsha Naseer, Shazia Haider, and Uzma Naz. 2014. “Impact of Celebrity and Non-Celebrity Advertisement on Consumer Perception.” The Business & Management Review 4 (3): 154–160.
   Google Scholar
• Santora, Jacinda. 2023, July 18. “17 Key Influencer Marketing Statistics to Fuel Your Strategy.” Influencer Marketing Hub. https://influencermarketinghub.com/influencer-marketing-statistics/
   Google Scholar
• Schouten, Alexander P., Loes Janssen, and Maegan Verspaget. 2020. “Celebrity vs. Influencer Endorsements in Advertising: The Role of Identification, Credibility, and Product-Endorser Fit.” International Journal of Advertising 39 (2): 258–281. https://doi.org/10.1080/02650487.2019.1634898
   Web of Science ®Google Scholar
• Schwarz, Rafael. 2020, July 24. "Is Smaller Better In Influencer Marketing?" Forbes. https://www.forbes.com/sites/forbescommunicationscouncil/2020/07/24/is-smaller-better-in-influencer-marketing/
   Google Scholar
• Sen, Indira, Anupama Aggarwal, Shiven Mian, Siddharth Singh, Ponnurangam Kumaraguru, and Anwitaman Datta. 2018. “Worth Its Weight in Likes: Towards Detecting Fake Likes on Instagram.” In Proceedings of the 10th ACM Conference on Web Science, 205–209. New York: Association for Computing Machinery.
   Google Scholar
• Shen, Zheng. 2021. “A Persuasive eWOM Model for Increasing Consumer Engagement on Social Media: Evidence from Irish Fashion Micro-Influencers.” Journal of Research in Interactive Marketing 15 (2): 181–199. https://doi.org/10.1108/JRIM-10-2019-0161
   Web of Science ®Google Scholar
• Silalahi, Ayuphita Tiara. 2021. “Micro-Influencer Celebrity’s Communication Strategy in Brand Promotion.” Humaniora 12 (1): 21–28. https://doi.org/10.21512/humaniora.v12i1.6786
   Google Scholar
• Sussman, Stephanie Watts, and Wendy Schneier Siegal. 2003. “Informational Influence in Organizations: An Integrated Approach to Knowledge Adoption.” Information Systems Research 14 (1): 47–65. https://doi.org/10.1287/isre.14.1.47.14767
   Web of Science ®Google Scholar
• Tatum, Hunter. 2022. “What Is a Micro-Influencer, and Why Do Brands Use Them?” https://builtin.com/marketing/micro-influencer
   Google Scholar
• Taylor, T. L. 2018. Watch Me Play: Twitch and the Rise of Game Live Streaming. Princeton, NJ: Princeton University Press.
   Google Scholar
• Thomala, Lai Lin. 2023, April 21. “Influencer Marketing Value in China 2018-2021.” Statista. https://www.statista.com/statistics/1307443/china-key-opinion-leader-market-size/
   Google Scholar
• Tse, David K., Russell W. Belk, and Nan Zhou. 1989. “Becoming a Consumer Society: A Longitudinal and Cross-Cultural Content Analysis of Print Ads from Hong Kong, the People’s Republic of China, and Taiwan.” Journal of Consumer Research 15 (4): 457–472. https://doi.org/10.1086/209185
   Web of Science ®Google Scholar
• Valsesia, Francesca, Davide Proserpio, and Joseph C. Nunes. 2020. “The Positive Effect of Not Following Others on Social Media.” Journal of Marketing Research 57 (6): 1152–1168.
   Google Scholar
• Wu, Wenzhuo. 2019, December 6. “The Risk in China’s Huge Influencer Economy.” https://jingdaily.com/the-risk-in-chinas-huge-influencer-economy
   Google Scholar
• Yang, Jeremy, Juanjuan Zhang, and Yuhan Zhang. 2021. “Engagement that Sells: Influencer Video Advertising in Tiktok.” MIT Initiative on the Digital Economy. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3815124
   Google Scholar
• Yuan, Shupei, and Chen Lou. 2020. “How Social Media Influencers Foster Relationships with Followers: The Roles of Source Credibility and Fairness in Parasocial Relationship and Product Interest.” Journal of Interactive Advertising 20 (2): 133–147. https://doi.org/10.1080/15252019.2020.1769514
   Google Scholar
• Ye, Guoquan, Liselot Hudders, Steffi De Jans, and Marijke De Veirman. 2021. “The Value of Influencer Marketing for Business: A Bibliometric Analysis and Managerial Implications.” Journal of Advertising 50 (2): 160–178. https://doi.org/10.1080/00913367.2020.1857888
   Web of Science ®Google Scholar
• Zhang, Xiuping, and Jaewon Choi. 2022. “The Importance of Social Influencer-Generated Contents for User Cognition and Emotional Attachment: An Information Relevance Perspective.” Sustainability 14 (11): 6676. https://doi.org/10.3390/su14116676
   Web of Science ®Google Scholar