{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,23]],"date-time":"2025-11-23T03:10:00Z","timestamp":1763867400637,"version":"build-2065373602"},"reference-count":101,"publisher":"MDPI AG","issue":"3","license":[{"start":{"date-parts":[[2025,7,2]],"date-time":"2025-07-02T00:00:00Z","timestamp":1751414400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JTAER"],"abstract":"<jats:p>Influencer marketing is estimated to reach USD 32.55 billion by the year 2025. The extant research on virtual vs. human influencers\u2019 effectiveness has reported mixed results. Currently, research has yet to explore how consumption motivation and influencer gender (virtual vs. human) may differentially impact consumer behavior. Likewise, whether antecedent factors such as prior attitudes toward the brand may affect the perceived authenticity and attractiveness of influencers has rarely been investigated. To fill this research gap, the current study examined virtual vs. human influencers\u2019 effectiveness utilizing a 2 (influencer type) \u00d7 2 (product type) \u00d7 2 (influencer gender) between-subject online experiment. Specifically, Airbnb (a recreational product) and NJM (an insurance product) were respectively designated as a hedonic and utilitarian brand. The findings (N = 468) demonstrated that while prior brand attitudes toward a hedonic product had no effect on perceived influencer authenticity, the opposite was true for a utilitarian product. No significant difference was shown in perceived authenticity and attractiveness between a male and female (virtual or human) influencer. Structural equation modeling suggested that perceived social similarity between a participant and an influencer positively impacted the perceived attractiveness and authenticity of influencers and purchase intention. Hedonic instead of utilitarian motivation was found to be a positive predictor of purchase intention.<\/jats:p>","DOI":"10.3390\/jtaer20030168","type":"journal-article","created":{"date-parts":[[2025,7,2]],"date-time":"2025-07-02T07:55:43Z","timestamp":1751442943000},"page":"168","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Consumer Evaluation of Virtual vs. Human Influencers via Source Credibility, Perceived Social Similarity, and Consumption Motivation"],"prefix":"10.3390","volume":"20","author":[{"ORCID":"https:\/\/orcid.org\/0009-0007-5251-7764","authenticated-orcid":false,"given":"Huai-Kuan","family":"Zeng","sequence":"first","affiliation":[{"name":"Institute of Applied Arts, National Yang Ming Chiao Tung University, No. 1001, Daxue Rd., East Dist., Hsinchu City 300, Taiwan"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4281-4454","authenticated-orcid":false,"given":"Carolyn A.","family":"Lin","sequence":"additional","affiliation":[{"name":"Department of Communication, University of Connecticut, 337 Mansfield Road, Storrs, CT 06269, USA"}]}],"member":"1968","published-online":{"date-parts":[[2025,7,2]]},"reference":[{"key":"ref_1","first-page":"1","article-title":"Communicative Intimacies: Influencers and Perceived Interconnectedness","volume":"8","author":"Abidin","year":"2015","journal-title":"Ada J. Gend. New Media Technol."},{"key":"ref_2","unstructured":"(2025, February 01). Influencer Marketing Hub Influencer Marketing Benchmark Report 2025. Available online: https:\/\/influencermarketinghub.com\/influencer-marketing-benchmark-report\/."},{"key":"ref_3","unstructured":"KOLR (2025, June 21). How to Capture the Attention of Gen Z Through Influencer Marketing: 4 Essential Factors. Available online: https:\/\/www.kolr.ai\/en\/trends\/how-to-approach-influencer-marketing-for-gen-z-4-key-points-to-capture-the-attention-of-gen-z\/."},{"key":"ref_4","unstructured":"Hwang, S., Zhang, S., Liu, X., and Srinivasan, K. (2024, November 10). Should Your Brand Hire a Virtual Influencer?. Available online: https:\/\/hbr.org\/2024\/05\/should-your-brand-hire-a-virtual-influencer."},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"540","DOI":"10.1080\/00913367.2022.2149641","article-title":"Authentically Fake? How Consumers Respond to the Influence of Virtual Influencers","volume":"52","author":"Lou","year":"2023","journal-title":"J. Advert."},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"103456","DOI":"10.1016\/j.jretconser.2023.103456","article-title":"Can You Sense without Being Human? Comparing Virtual and Human Influencers Endorsement Effectiveness","volume":"75","author":"Li","year":"2023","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_7","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1108\/JPBM-03-2023-4418","article-title":"Virtually Authentic: Examining the Match-up Hypothesis between Human vs Virtual Influencers and Product Types","volume":"33","author":"Liu","year":"2024","journal-title":"J. Prod. Brand Manag."},{"key":"ref_8","doi-asserted-by":"crossref","first-page":"523","DOI":"10.1080\/00913367.2022.2154721","article-title":"Consumers\u2019 Responses to Virtual Influencers as Advertising Endorsers: Novel and Effective or Uncanny and Deceiving?","volume":"52","author":"Franke","year":"2023","journal-title":"J. Advert."},{"key":"ref_9","doi-asserted-by":"crossref","first-page":"114493","DOI":"10.1016\/j.jbusres.2023.114493","article-title":"Human versus Virtual Influences, a Comparative Study","volume":"173","author":"Belanche","year":"2024","journal-title":"J. Bus. Res."},{"key":"ref_10","doi-asserted-by":"crossref","first-page":"11","DOI":"10.1080\/00913367.2020.1810595","article-title":"Close Encounters of the AI Kind: Use of AI Influencers as Brand Endorsers","volume":"50","author":"Thomas","year":"2021","journal-title":"J. Advert."},{"key":"ref_11","doi-asserted-by":"crossref","first-page":"2269","DOI":"10.3390\/jtaer19030110","article-title":"Don\u2019t Like Them but Take What They Said: The Effectiveness of Virtual Influencers in Public Service Announcements","volume":"19","author":"Mo","year":"2024","journal-title":"J. Theor. Appl. Electron. Commer. Res."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"271","DOI":"10.1080\/10447318.2019.1631543","article-title":"The Role of Flow in Dissemination of Recommendations for Hedonic Products in User-Generated Review Websites","volume":"36","author":"Argyris","year":"2020","journal-title":"Int. J. Hum.\u2013Comput. Interact."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"714","DOI":"10.1080\/08838151.2023.2260519","article-title":"The Effects of Product Type, Product Involvement and Technology Fluidity on Flow and Newsfeed Advertising","volume":"67","author":"Xu","year":"2023","journal-title":"J. Broadcast. Electron. Media"},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1080\/10810730.2020.1723039","article-title":"Effects of Facebook Comments on Attitude Toward Vaccines: The Roles of Perceived Distributions of Public Opinion and Perceived Vaccine Efficacy","volume":"25","author":"Kim","year":"2020","journal-title":"J. Health Commun."},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"5042","DOI":"10.1080\/10447318.2023.2233125","article-title":"Are Virtual Influencers Friends or Foes? Uncovering the Perceived Creepiness and Authenticity of Virtual Influencers in Social Media Marketing in the United States","volume":"40","author":"Kim","year":"2024","journal-title":"Int. J. Hum.\u2013Comput. Interact."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1145\/3492862","article-title":"\u201cI Felt a Little Crazy Following a \u2018Doll\u2019\u201d: Investigating Real Influence of Virtual Influencers on Their Followers","volume":"6","author":"Choudhry","year":"2022","journal-title":"Proc. ACM Hum.-Comput. Interact."},{"key":"ref_17","first-page":"55","article-title":"Effects of Parasocial Interaction with an Instafamous Influencer on Brand Attitudes and Purchase Intentions","volume":"10","author":"Lin","year":"2021","journal-title":"J. Soc. Media Soc."},{"key":"ref_18","doi-asserted-by":"crossref","first-page":"635","DOI":"10.1086\/266350","article-title":"The Influence of Source Credibility on Communication Effectiveness","volume":"15","author":"Hovland","year":"1951","journal-title":"Public Opin. Q."},{"key":"ref_19","doi-asserted-by":"crossref","first-page":"123","DOI":"10.1016\/S0065-2601(08)60214-2","article-title":"The Elaboration Likelihood Model of Persuasion","volume":"Volume 19","author":"Berkowitz","year":"1986","journal-title":"Advances in Experimental Social Psychology"},{"key":"ref_20","doi-asserted-by":"crossref","first-page":"1046","DOI":"10.1108\/JSM-11-2022-0363","article-title":"How Do Influencers\u2019 Characteristics Affect Followers\u2019 Stickiness and Well-Being in the Social Media Context?","volume":"37","author":"Lu","year":"2023","journal-title":"J. Serv. Mark."},{"key":"ref_21","doi-asserted-by":"crossref","first-page":"90","DOI":"10.1080\/03637759909376464","article-title":"Goodwill: A Reexamination of the Construct and Its Measurement","volume":"66","author":"McCroskey","year":"1999","journal-title":"Commun. Monogr."},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"39","DOI":"10.1080\/00913367.1990.10673191","article-title":"Construction and Validation of a Scale to Measure Celebrity Endorsers\u2019 Perceived Expertise, Trustworthiness, and Attractiveness","volume":"19","author":"Ohanian","year":"1990","journal-title":"J. Advert."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"905","DOI":"10.1002\/mar.21244","article-title":"The Mechanism by Which Social Media Influencers Persuade Consumers: The Role of Consumers\u2019 Desire to Mimic","volume":"36","author":"Ki","year":"2019","journal-title":"Psychol. Mark."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"133","DOI":"10.1080\/15252019.2020.1769514","article-title":"How Social Media Influencers Foster Relationships with Followers: The Roles of Source Credibility and Fairness in Parasocial Relationship and Product Interest","volume":"20","author":"Yuan","year":"2020","journal-title":"J. Interact. Advert."},{"key":"ref_25","doi-asserted-by":"crossref","unstructured":"Gerlich, M. (2023). The Power of Virtual Influencers: Impact on Consumer Behaviour and Attitudes in the Age of AI. Adm. Sci., 13.","DOI":"10.3390\/admsci13080178"},{"key":"ref_26","doi-asserted-by":"crossref","unstructured":"Gerlich, M. (2024). Societal Perceptions and Acceptance of Virtual Humans: Trust and Ethics across Different Contexts. Soc. Sci., 13.","DOI":"10.2139\/ssrn.4971734"},{"key":"ref_27","doi-asserted-by":"crossref","first-page":"293","DOI":"10.1080\/15252019.2023.2236102","article-title":"A Systematic Review of Virtual Influencers: Similarities and Differences between Human and Virtual Influencers in Interactive Advertising","volume":"23","author":"Byun","year":"2023","journal-title":"J. Interact. Advert."},{"key":"ref_28","doi-asserted-by":"crossref","first-page":"103521","DOI":"10.1016\/j.jretconser.2023.103521","article-title":"Authentic Isn\u2019t Always Best: When Inauthentic Social Media Influencers Induce Positive Consumer Purchase Intention through Inspiration","volume":"75","author":"Andonopoulos","year":"2023","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_29","first-page":"822","article-title":"Perceived Authenticity of Social Media Influencers: Scale Development and Validation","volume":"15","author":"Lee","year":"2021","journal-title":"J. Res. Interact. Mark."},{"key":"ref_30","doi-asserted-by":"crossref","unstructured":"Roth-Cohen, O., Segev, S., and Liu, Y. (2024). The Effect of Non-Celebrity Influencers\u2019 Perceived Authenticity on Social Media Advertising Outcomes. Int. J. Advert., 1\u201323.","DOI":"10.1080\/02650487.2024.2440251"},{"key":"ref_31","unstructured":"(2025, February 01). KOL Radar Following Influencers Is Like Spending Time with Friends! Master These 4 Key Points of Gen Z Influencer Marketing to Capture Their Purchasing Power. Available online: https:\/\/www.bnext.com.tw\/article\/69924\/generation-z-consume-prime."},{"key":"ref_32","doi-asserted-by":"crossref","first-page":"102075","DOI":"10.1016\/j.tele.2023.102075","article-title":"Why Do Chinese People Consume Video Game Live Streaming on the Platform? An Exploratory Study Connecting Affordance-Based Gratifications, User Identification, and User Engagement","volume":"86","author":"Zhang","year":"2024","journal-title":"Telemat. Inform."},{"key":"ref_33","first-page":"153","article-title":"Straight into Your Heart: The Effect of Live-Streaming E-Commerce on Consumer Engagement","volume":"32","author":"Wu","year":"2022","journal-title":"NTU Manag. Rev."},{"key":"ref_34","doi-asserted-by":"crossref","first-page":"1524","DOI":"10.1016\/j.tele.2018.03.020","article-title":"(Jay) Starring in Your Own Snapchat Advertisement: Influence of Self-Brand Congruity, Self-Referencing and Perceived Humor on Brand Attitude and Purchase Intention of Advertised Brands","volume":"35","author":"Phua","year":"2018","journal-title":"Telemat. Inform."},{"key":"ref_35","doi-asserted-by":"crossref","first-page":"65","DOI":"10.1177\/053901847401300204","article-title":"Social Identity and Intergroup Behaviour","volume":"13","author":"Tajfel","year":"1974","journal-title":"Soc. Sci. Inf."},{"key":"ref_36","first-page":"7","article-title":"The Social Identity Theory of Intergroup Behavior","volume":"5","author":"Turner","year":"1986","journal-title":"Psychol. Intergroup Relat."},{"key":"ref_37","first-page":"9780203505984-16","article-title":"An Integrative Theory of Intergroup Conflict","volume":"56","author":"Tajfel","year":"1979","journal-title":"Organ. Identity Read."},{"key":"ref_38","doi-asserted-by":"crossref","first-page":"362","DOI":"10.1108\/IntR-01-2016-0017","article-title":"Effectiveness of Online Consumer Reviews: The Influence of Valence, Reviewer Ethnicity, Social Distance and Source Trustworthiness","volume":"27","author":"Lin","year":"2017","journal-title":"Internet Res."},{"key":"ref_39","doi-asserted-by":"crossref","first-page":"200","DOI":"10.1080\/10646175.2023.2274101","article-title":"Exploring Transcultural Communication via Perceived Social Distance and Intergroup Acceptance toward K-Pop and Asian Culture","volume":"35","author":"Lin","year":"2024","journal-title":"Howard J. Commun."},{"key":"ref_40","doi-asserted-by":"crossref","first-page":"542","DOI":"10.1080\/10641734.2023.2223240","article-title":"The Role of Social Identity and Spokesperson in Influencing Consumer Involvement, Information Seeking, and Purchase Intention","volume":"44","author":"Lin","year":"2023","journal-title":"J. Curr. Issues Res. Advert."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"188","DOI":"10.1080\/16522354.2018.1501146","article-title":"Factors Affecting YouTube Influencer Marketing Credibility: A Heuristic-Systematic Model","volume":"15","author":"Xiao","year":"2018","journal-title":"J. Media Bus. Stud."},{"key":"ref_42","doi-asserted-by":"crossref","first-page":"106419","DOI":"10.1016\/j.chb.2020.106419","article-title":"How Does a Celebrity Make Fans Happy? Interaction between Celebrities and Fans in the Social Media Context","volume":"111","author":"Kim","year":"2020","journal-title":"Comput. Hum. Behav."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"767","DOI":"10.1108\/JPBM-03-2019-2292","article-title":"Understanding the Relationships between Social Media Influencers and Their Followers: The Moderating Role of Closeness","volume":"29","author":"Taillon","year":"2020","journal-title":"J. Prod. Brand Manag."},{"key":"ref_44","doi-asserted-by":"crossref","first-page":"644","DOI":"10.1086\/209376","article-title":"Work and\/or Fun: Measuring Hedonic and Utilitarian Shopping Value","volume":"20","author":"Babin","year":"1994","journal-title":"J. Consum. Res."},{"key":"ref_45","doi-asserted-by":"crossref","first-page":"310","DOI":"10.1509\/jmkr.40.3.310.19238","article-title":"Measuring the Hedonic and Utilitarian Dimensions of Consumer Attitude","volume":"40","author":"Voss","year":"2003","journal-title":"J. Mark. Res."},{"key":"ref_46","doi-asserted-by":"crossref","first-page":"92","DOI":"10.1177\/002224298204600314","article-title":"Hedonic Consumption: Emerging Concepts, Methods and Propositions","volume":"46","author":"Hirschman","year":"1982","journal-title":"J. Mark."},{"key":"ref_47","doi-asserted-by":"crossref","first-page":"103236","DOI":"10.1016\/j.jretconser.2022.103236","article-title":"Personal Values and Impulse Buying: The Mediating Role of Hedonic Shopping Motivations","volume":"72","author":"Coelho","year":"2023","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_48","doi-asserted-by":"crossref","first-page":"300","DOI":"10.1016\/j.jbusres.2017.07.013","article-title":"Shopping Enjoyment to the Extreme: Hedonic Shopping Motivations and Compulsive Buying in Developed and Emerging Markets","volume":"86","year":"2018","journal-title":"J. Bus. Res."},{"key":"ref_49","doi-asserted-by":"crossref","first-page":"103574","DOI":"10.1016\/j.jretconser.2023.103574","article-title":"Adoption, Satisfaction, Trust, and Commitment of over-the-Top Platforms: An Integrated Approach","volume":"76","author":"Soren","year":"2024","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_50","doi-asserted-by":"crossref","first-page":"434","DOI":"10.1086\/209519","article-title":"Donations to Charity as Purchase Incentives: How Well They Work May Depend on What You Are Trying to Sell","volume":"24","author":"Strahilevitz","year":"1998","journal-title":"J. Consum. Res."},{"key":"ref_51","doi-asserted-by":"crossref","unstructured":"Lin, C.A., Wang, X., and Yang, Y. (2023). Sustainable Apparel Consumption: Personal Norms, CSR Expectations, and Hedonic vs. Utilitarian Shopping Value. Sustainability, 15.","DOI":"10.3390\/su15119116"},{"key":"ref_52","doi-asserted-by":"crossref","first-page":"751","DOI":"10.1111\/ijcs.12868","article-title":"The Effect of Utilitarian and Hedonic Motivations on Mobile Shopping Outcomes","volume":"47","author":"Hu","year":"2023","journal-title":"A cross-cultural analysis. Int. J. Consum. Stud."},{"key":"ref_53","doi-asserted-by":"crossref","first-page":"621","DOI":"10.1080\/0144929X.2010.501115","article-title":"Online Shopping Viewed from a Habit and Value Perspective","volume":"29","author":"Pahnila","year":"2010","journal-title":"Behav. Inf. Technol."},{"key":"ref_54","doi-asserted-by":"crossref","first-page":"1216","DOI":"10.1080\/10447318.2018.1519145","article-title":"Understanding Continuance Intention to Use Social Media in China: The Roles of Personality Drivers, Hedonic Value, and Utilitarian Value","volume":"35","author":"Ashraf","year":"2019","journal-title":"Int. J. Hum.\u2013Comput. Interact."},{"key":"ref_55","doi-asserted-by":"crossref","first-page":"114","DOI":"10.1080\/15252019.2023.2195403","article-title":"Hedonic and Utilitarian Gratifications to the Use of TikTok by Generation Z and the Parasocial Relationships with Influencers as a Mediating Force to Purchase Intention","volume":"23","author":"Lopez","year":"2023","journal-title":"J. Interact. Advert."},{"key":"ref_56","doi-asserted-by":"crossref","first-page":"103686","DOI":"10.1016\/j.jretconser.2023.103686","article-title":"Exploring the Roles of Vlogger Characteristics and Video Attributes on Followers\u2019 Value Perceptions and Behavioral Intention","volume":"77","author":"Lu","year":"2024","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_57","doi-asserted-by":"crossref","first-page":"584","DOI":"10.1080\/00913367.2021.1980470","article-title":"David and Goliath: When and Why Micro-Influencers Are More Persuasive Than Mega-Influencers","volume":"50","author":"Park","year":"2021","journal-title":"J. Advert."},{"key":"ref_58","doi-asserted-by":"crossref","first-page":"695","DOI":"10.2307\/25148660","article-title":"User Acceptance of Hedonic Information Systems","volume":"28","year":"2004","journal-title":"MIS Q."},{"key":"ref_59","doi-asserted-by":"crossref","first-page":"821","DOI":"10.1108\/IMDS-04-2022-0250","article-title":"Utilitarian and\/or Hedonic Shopping\u2014Consumer Motivation to Purchase in Smart Stores","volume":"123","author":"Chang","year":"2023","journal-title":"Ind. Manag. Data Syst."},{"key":"ref_60","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1177\/002224299405800307","article-title":"Competitive Interference Effects in Consumer Memory for Advertising: The Role of Brand Familiarity","volume":"58","author":"Kent","year":"1994","journal-title":"J. Mark."},{"key":"ref_61","doi-asserted-by":"crossref","first-page":"115","DOI":"10.1016\/0148-2963(96)00056-2","article-title":"Brand Familiarity and Confidence as Determinants of Purchase Intention: An Empirical Test in a Multiple Brand Context","volume":"37","author":"Laroche","year":"1996","journal-title":"J. Bus. Res."},{"key":"ref_62","doi-asserted-by":"crossref","first-page":"571","DOI":"10.1080\/13527266.2018.1461124","article-title":"Brand Familiarity as a Moderating Factor in the Ad and Brand Attitude Relationship and Advertising Appeals","volume":"25","author":"Rhee","year":"2019","journal-title":"J. Mark. Commun."},{"key":"ref_63","doi-asserted-by":"crossref","first-page":"1168","DOI":"10.1108\/JPBM-10-2020-3166","article-title":"Impact of Brand Familiarity on Attitude Formation: Insights and Generalizations from a Meta-Analysis","volume":"31","author":"Ladeira","year":"2022","journal-title":"J. Prod. Brand Manag."},{"key":"ref_64","doi-asserted-by":"crossref","first-page":"466","DOI":"10.1177\/002224379002700408","article-title":"Humor in Advertising: The Moderating Role of Prior Brand Evaluation","volume":"27","author":"Chattopadhyay","year":"1990","journal-title":"J. Mark. Res."},{"key":"ref_65","doi-asserted-by":"crossref","first-page":"470","DOI":"10.1016\/j.tele.2016.08.001","article-title":"Predicting the Effects of eWOM and Online Brand Messaging: Source Trust, Bandwagon Effect and Innovation Adoption Factors","volume":"34","author":"Wu","year":"2017","journal-title":"Telemat. Inform."},{"key":"ref_66","doi-asserted-by":"crossref","first-page":"1302","DOI":"10.1108\/IJRDM-10-2021-0471","article-title":"Understanding the Role of Anticipated Loss and Gain during Consumer Competition: The Moderation of Purchase Importance and Prior Brand Attitude","volume":"50","author":"Kim","year":"2022","journal-title":"Int. J. Retail Distrib. Manag."},{"key":"ref_67","doi-asserted-by":"crossref","first-page":"1771","DOI":"10.1007\/s10668-023-03943-1","article-title":"Influencing Mechanism of Consumers\u2019 Willingness to Pay for Circular Products: A Meta-Analytic Structural Equation Modeling","volume":"27","author":"Fu","year":"2023","journal-title":"Environ. Dev. Sustain."},{"key":"ref_68","unstructured":"(2024, November 17). Esade Business & Law School AI and Influencer Marketing: How Businesses Can Navigate the Future. Available online: https:\/\/www.forbes.com\/sites\/esade\/2024\/10\/30\/ai-and-influencer-marketing-how-businesses-can-navigate-the-future\/."},{"key":"ref_69","doi-asserted-by":"crossref","first-page":"114325","DOI":"10.1016\/j.jbusres.2023.114325","article-title":"The Authentic Virtual Influencer: Authenticity Manifestations in the Metaverse","volume":"170","author":"Koles","year":"2024","journal-title":"J. Bus. Res."},{"key":"ref_70","doi-asserted-by":"crossref","unstructured":"Kim, D., and Wang, Z. (2023). The Ethics of Virtuality: Navigating the Complexities of Human-like Virtual Influencers in the Social Media Marketing Realm. Front. Commun., 8.","DOI":"10.3389\/fcomm.2023.1205610"},{"key":"ref_71","doi-asserted-by":"crossref","first-page":"102694","DOI":"10.1016\/j.ijhcs.2021.102694","article-title":"Almost Human? A Comparative Case Study on the Social Media Presence of Virtual Influencers","volume":"155","author":"Arsenyan","year":"2021","journal-title":"Int. J. Hum.-Comput. Stud."},{"key":"ref_72","doi-asserted-by":"crossref","first-page":"98","DOI":"10.1109\/MRA.2012.2192811","article-title":"The Uncanny Valley","volume":"19","author":"Mori","year":"2012","journal-title":"IEEE Robot. Autom. Mag."},{"key":"ref_73","doi-asserted-by":"crossref","first-page":"107927","DOI":"10.1016\/j.chb.2023.107927","article-title":"I\u2019m Not a Puppet, I\u2019m a Real Boy! Gender Presentations by Virtual Influencers and How They Are Received","volume":"149","author":"Lee","year":"2023","journal-title":"Comput. Hum. Behav."},{"key":"ref_74","doi-asserted-by":"crossref","first-page":"251","DOI":"10.1108\/07363761011038329","article-title":"Product Gender Perceptions and Antecedents of Product Gender Congruence","volume":"27","author":"Fugate","year":"2010","journal-title":"J. Consum. Mark."},{"key":"ref_75","unstructured":"Cohen, J. (1988). Statistical Power Analysis for the Behavior Sciences, Routledge. [2nd ed.]."},{"key":"ref_76","first-page":"195","article-title":"Using Power Analysis to Estimate Appropriate Sample Size","volume":"4","author":"Tomczak","year":"2014","journal-title":"Trends Sport Sci."},{"key":"ref_77","unstructured":"Field, A. (2009). Discovering Statistics Using SPSS: Introducing Statistical Method, Sage Publications Ltd."},{"key":"ref_78","doi-asserted-by":"crossref","first-page":"16","DOI":"10.2501\/JAR-2017-042","article-title":"Enhancing Brand Credibility Via Celebrity Endorsement: Trustworthiness Trumps Attractiveness and Expertise","volume":"58","author":"Wang","year":"2018","journal-title":"J. Advert. Res."},{"key":"ref_79","doi-asserted-by":"crossref","first-page":"225","DOI":"10.1080\/13527260902869038","article-title":"Ad-Induced Affect: The Effects of Forewarning, Affect Intensity, and Prior Brand Attitude","volume":"16","author":"Lee","year":"2010","journal-title":"J. Mark. Commun."},{"key":"ref_80","unstructured":"Hair, J.F., Black, W.C., Babin, B.J., Anderson, R.E., and Tatham, R.L. (2006). Multivariate Data Analysis, Pearson Prentice Hall. [6th ed.]."},{"key":"ref_81","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1080\/10705519909540118","article-title":"Cutoff Criteria for Fit Indexes in Covariance Structure Analysis: Conventional Criteria versus New Alternatives","volume":"6","author":"Hu","year":"1999","journal-title":"Struct. Equ. Model. Multidiscip. J."},{"key":"ref_82","doi-asserted-by":"crossref","first-page":"258","DOI":"10.1080\/02650487.2019.1634898","article-title":"Celebrity vs. Influencer Endorsements in Advertising: The Role of Identification, Credibility, and Product-Endorser Fit","volume":"39","author":"Schouten","year":"2020","journal-title":"Int. J. Advert."},{"key":"ref_83","doi-asserted-by":"crossref","first-page":"103026","DOI":"10.1016\/j.jretconser.2022.103026","article-title":"Effective Influencer Marketing: A Social Identity Perspective","volume":"67","author":"Farivar","year":"2022","journal-title":"J. Retail. Consum. Serv."},{"key":"ref_84","doi-asserted-by":"crossref","first-page":"58","DOI":"10.1108\/EJM-03-2014-0162","article-title":"Exploring the Impact of Employees\u2019 Self-Concept, Brand Identification and Brand Pride on Brand Citizenship Behaviors","volume":"50","author":"Helm","year":"2016","journal-title":"Eur. J. Mark."},{"key":"ref_85","doi-asserted-by":"crossref","first-page":"374","DOI":"10.1016\/j.chb.2017.01.058","article-title":"Generation Z Consumers\u2019 Expectations of Interactions in Smart Retailing: A Future Agenda","volume":"77","author":"Priporas","year":"2017","journal-title":"Comput. Hum. Behav."},{"key":"ref_86","doi-asserted-by":"crossref","first-page":"1485","DOI":"10.1007\/s10660-022-09653-6","article-title":"Be Constantly Different! How to Manage Influencer Authenticity","volume":"23","author":"Zniva","year":"2023","journal-title":"Electron. Commer. Res."},{"key":"ref_87","doi-asserted-by":"crossref","first-page":"1022","DOI":"10.1002\/mar.21638","article-title":"\u201cYOU POST, I TRAVEL.\u201d Bloggers\u2019 Credibility, Digital Engagement, and Travelers\u2019 Behavioral Intention: The Mediating Role of Hedonic and Utilitarian Motivations","volume":"39","author":"Mainolfi","year":"2022","journal-title":"Psychol. Mark."},{"key":"ref_88","unstructured":"(2025, June 10). Mascot Madness. Available online: https:\/\/www.mindfulmarketing.org\/mindful-matters-blog\/7758067."},{"key":"ref_89","doi-asserted-by":"crossref","unstructured":"Chung, M., Kim, N., Jones-Jang, S.M., Choi, J., and Lee, S. (2025). I See a Double-Edged Sword: How Self-Other Perceptual Gaps Predict Public Attitudes toward ChatGPT Regulations and Literacy Interventions. New Media Soc., 14614448241313180.","DOI":"10.1177\/14614448241313180"},{"key":"ref_90","unstructured":"Yeung, J., and Bae, G. (2025, June 18). Forever Young, Beautiful and Scandal-Free: The Rise of South Korea\u2019s Virtual Influencers. Available online: https:\/\/www.cnn.com\/style\/article\/south-korea-virtual-influencers-beauty-social-media-intl-hnk-dst."},{"key":"ref_91","unstructured":"H\u00e4berle, E. (2025, June 18). Virtual Influencer\u2014How AI Is Changing Marketing. Available online: https:\/\/www.dw.com\/en\/virtual-influencer-how-ai-is-changing-marketing\/video-71474779."},{"key":"ref_92","unstructured":"Klein, M. (2024, November 18). The Problematic Fakery of Lil Miquela Explained\u2014An Exploration of Virtual Influencers and Realness. Available online: https:\/\/www.forbes.com\/sites\/mattklein\/2020\/11\/17\/the-problematic-fakery-of-lil-miquela-explained-an-exploration-of-virtual-influencers-and-realness\/."},{"key":"ref_93","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1186\/s40691-024-00380-0","article-title":"Fake Human but Real Influencer: The Interplay of Authenticity and Humanlikeness in Virtual Influencer Communication?","volume":"11","author":"Ju","year":"2024","journal-title":"Fash. Text."},{"key":"ref_94","unstructured":"Influencer Marketing Hub (2025, April 14). AI, Digital Clones, and Virtual Influencers: The New Face of Fashion Marketing. Available online: https:\/\/influencermarketinghub.com\/ai-digital-clones-and-virtual-influencers-the-new-face-of-fashion-marketing\/."},{"key":"ref_95","unstructured":"Bloom, D. (2025, April 14). Want Gen Z to Watch Your Movie? Go Short to Get Them to Go Long. Available online: https:\/\/www.forbes.com\/sites\/dbloom\/2023\/10\/31\/want-gen-z-to-watch-your-movie-go-short-to-get-them-to-go-long\/."},{"key":"ref_96","unstructured":"Muliadi, B. (2025, April 14). What the Rise of TikTok Says About Generation Z. Available online: https:\/\/www.forbes.com\/sites\/forbestechcouncil\/2020\/07\/07\/what-the-rise-of-tiktok-says-about-generation-z\/."},{"key":"ref_97","doi-asserted-by":"crossref","first-page":"101390","DOI":"10.1016\/j.elerap.2024.101390","article-title":"Livestreaming as the next Frontier of E-Commerce: A Bibliometric Analysis and Future Research Agenda","volume":"65","author":"Bai","year":"2024","journal-title":"Electron. Commer. Res. Appl."},{"key":"ref_98","unstructured":"H\u00fcbner, M., Thalmann, J., and Andrea, S. (2024, January 25\u201327). Virtual Influencers: The Impact of Cultural Intelligence on Perceived Credibility. Proceedings of the European Marketing Academy, Lisbon, Portugal."},{"key":"ref_99","doi-asserted-by":"crossref","first-page":"85","DOI":"10.2501\/S026504870920104X","article-title":"The Hofstede Model: Applications to Global Branding and Advertising Strategy and Research","volume":"29","author":"Hofstede","year":"2010","journal-title":"Int. J. Advert."},{"key":"ref_100","doi-asserted-by":"crossref","first-page":"123896","DOI":"10.1016\/j.techfore.2024.123896","article-title":"Navigating the Uncertainty Path of Virtual Influencers: Empirical Evidence through a Cultural Lens","volume":"210","author":"Rizzo","year":"2025","journal-title":"Technol. Forecast. Soc. Change"},{"key":"ref_101","unstructured":"Federal Trade Commission (2025, June 20). Disclosures 101 for Social Media Influencers, Available online: https:\/\/www.ftc.gov\/business-guidance\/resources\/disclosures-101-social-media-influencers."}],"container-title":["Journal of Theoretical and Applied Electronic Commerce Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.mdpi.com\/0718-1876\/20\/3\/168\/pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,9]],"date-time":"2025-10-09T18:03:07Z","timestamp":1760032987000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.mdpi.com\/0718-1876\/20\/3\/168"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,7,2]]},"references-count":101,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2025,9]]}},"alternative-id":["jtaer20030168"],"URL":"https:\/\/doi.org\/10.3390\/jtaer20030168","relation":{},"ISSN":["0718-1876"],"issn-type":[{"type":"electronic","value":"0718-1876"}],"subject":[],"published":{"date-parts":[[2025,7,2]]}}}