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A Bibliometric Analysis of Virtual Influencers as a Trend in Digital Marketing: Insights from WOS

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26 jul 2025

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Figure 1

Distribution of the number of published papers and citations by yearSource: Authors’ analysis using Clarivate Web of Science data (accessed April 18th, 2024).
Distribution of the number of published papers and citations by yearSource: Authors’ analysis using Clarivate Web of Science data (accessed April 18th, 2024).

Figure 2

Document type of published papersSource: Authors’ analysis using Clarivate Web of Science data (accessed April 18th, 2024).
Document type of published papersSource: Authors’ analysis using Clarivate Web of Science data (accessed April 18th, 2024).

Figure 3

Document type of published papersSource: Authors’ analysis using Clarivate Web of Science data (accessed April 18th, 2024).
Document type of published papersSource: Authors’ analysis using Clarivate Web of Science data (accessed April 18th, 2024).

Figure 4

Document type of published papersSource: Authors’ analysis using Clarivate Web of Science data (accessed April 18th, 2024).
Document type of published papersSource: Authors’ analysis using Clarivate Web of Science data (accessed April 18th, 2024).

Figure 5

Visualization map of keywords co-occurrenceSource: Authors’ work.
Visualization map of keywords co-occurrenceSource: Authors’ work.

Figure 6

Visualization map of bibliographic coupling of documents (fractional counting)Source: Authors’ work.
Visualization map of bibliographic coupling of documents (fractional counting)Source: Authors’ work.

Figure 7

Visualization map of authors with a minimum of two papers citationSource: Authors’ work.
Visualization map of authors with a minimum of two papers citationSource: Authors’ work.

Papers published in the Web of Science core collection database on the topic of virtual influencers as a trend in digital marketing - according to the citations of the paper

RANK PAPER AUTHOR(S) JOURNAL / CONFERENCE YEAR WoS citations
1 Almost human? A comparative case study on the social media presence of virtual influencers (Arsenyan and Mirowska, 2021b) International Journal of Human-Computer Studies 2021 81
2 Towards an Ontology and Ethics of Virtual Influencers (Robinson, 2020b) Australasian Journal of Information Systems 2020 39
3 Parasocial interactions with real and virtual influencers: The role of perceived similarity and human-likeness (Stein et al., 2022b) New Media & Society 2022 36
4 Virtual Influencers in Online Social Media (Conti et al., 2022b) Communications Magazine 2022 27
5 Effects of human versus virtual human influencers on the appearance anxiety of social media users (Deng & Jiang, 2023) Journal of Retailing And Consumer Services 2023 26
6 Virtual influencers? Attractiveness effect on purchase intention: A moderated mediation model of the Product-Endorser fit with the brand (H. Kim & Park, 2023) Computers in Human Behavior 2023 21
7 Sweet escape: The role of empathy in social media engagement with human versus virtual influencers (Mirowska and Arsenyan, 2023b) International Journal of Human-Computer Studies 2023 17
8 All hype or the real deal? Investigating user engagement with virtual influencers in tourism (Xie-Carson et al., 2023b) Tourism Management 2023 16
9 I am a virtual girl from Tokyo: Virtual influencers, digital-orientalism and the (Im)materiality of race and gender (Miyake, 2023) Journal of Consumer Culture 2023 15
10 Computers as Social Actors? Examining How Users Perceive and Interact with Virtual Influencers on Social Media (Park et al., 2021) 15th International Conference on Ubiquitous Information Management and Communication (IMCOM) 2021 15
11 Can you sense without being human? Comparing virtual and human influencers endorsement effectiveness (Li et al., 2023) Journal of Retailing and Consumer Services 2023 14
12 The next hype in social media advertising: Examining virtual influencers' brand endorsement effectiveness (Kim et al., 2023) Frontiers in Psychology 2023 13
13 Stereotyping human-like virtual influencers in retailing: Does warmth prevail over competence? (El Hedhli et al., 2023b) Journal of Retailing and Consumer Services 2023 11
14 Virtual influencer marketing: the good, the bad and the unreal (Mouritzen et al., 2024) European Journal of Marketing 2024 8
15 Artificial intelligence-generated virtual influencer: Examining the effects of emotional display on user engagement (Yu et al., 2024) Journal of Retailing and Consumer Services 2024 7
16 The emergence of virtual influencers: a shift in the influencer marketing paradigm (Jhawar et al., 2023b) Young Consumers 2023 7
17 Unveiling Behind-the-Scenes Human Interventions and Examining Source Orientation in Virtual Influencer Endorsements (Liu and Lee, 2022b) ACM International Conference on Interactive Media Experiences (IMX) 2022 7
18 “You are a virtual influencer!”: Understanding the impact of origin disclosure and emotional narratives on parasocial relationships and virtual influencer credibility (Lim and Lee, 2023b) Computers in Human Behavior 2023 6
19 The authentic virtual influencer: Authenticity manifestations in the metaverse (Koles et al., 2024b) Journal of Business Research 2024 5
20 The ethics of virtuality: navigating the complexities of human-like virtual influencers in the social media marketing realm (D. Kim and Wang, 2023b) Frontiers in Communication 2023 5
21 Impact of Celebrity, Micro-Celebrity, and Virtual Influencers on Chinese Gen Z's Purchase Intention Through Social Media (Chiu and Ho, 2023b) Sage Open 2023 5
22 Wildlife Watcher Kylie: co-designing a virtual ambassador for the Koala Watch programme (Zelenskaya and Rundle-Thiele, 2022b) Studies in Australasian Cinema 2022 5
23 "Digital Influencer": Development and Coexistence with Digital Social Groups (Sookkaew and Saephoo, 2021) International Journal of Advanced Computer Science and Applications 2021 5
24 Mere copycat? The effects of human versus human-like virtual influencers on brand endorsement effectiveness: A moderated serial-mediation model (Q. Zhou et al., 2024b) Journal of Retailing and Consumer Services 2024 4
25 Let virtual creatures stay virtual: tactics to increase trust in virtual influencers (Qu and Baek, 2024) Journal of Research in Interactive Marketing 2024 4
26 Are Virtual Influencers Friends or Foes? Uncovering the Perceived Creepiness and Authenticity of Virtual Influencers in Social Media Marketing in the United States (M. Kim and Baek, 2023) International Journal of Human-Computer Interaction 2023 4
27 Keep it #Unreal: Exploring Instagram Users' Engagement With Virtual Influencers in Tourism Contexts User engagement with virtual influencers (Xie-Carson, Benckendorff, et al., 2023b) Journal of Hospitality and Tourism Research 2023 4
28 What Causes Social Media Users to Engage and Mimic Virtual Influencers? The Role of Self-Congruity (Suprawan and Pojanavatee, 2022b) Innovative Marketing 2022 4
29 Making Sense? The Sensory-Specific Nature of Virtual Influencer Effectiveness (X. Zhou et al., 2023) Journal of Marketing 2023 3
30 Investigating the Effect of Self-Congruity on Attitudes toward Virtual Influencers: Mediating the Effect of Emotional Attachment (Na et al., 2023b) International Journal of Human-Computer Interaction 2023 3
31 Predictors Affecting Effects of Virtual Influencer Advertising among College Students (Um, 2023b) Sustainability 2023 3
32 Diversity in the digital age: how consumers respond to diverse virtual influencers (Ferraro et al., 2024) International Journal of Advertising 2024 2
33 A bibliometric analysis of virtual influencers in the Web of Science (Vila-Lopez et al., 2023b) Journal of Marketing Analytics 2023 2
34 Are they humans or are they robots? The effect of virtual influencer disclosure on brand trust (Muniz et al., 2023) Journal of Consumer Behaviour 2023 2
35 When digital celebrity talks to you: How human-like virtual influencers satisfy consumer's experience through social presence on social media endorsements (H. Kim and Park, 2024b) Journal of Retailing and Consumer Services 2024 2
36 Gen Z Travelers in the Instagram Marketplace: Trust, Influencer Type, Post Type, and Purchase Intention (Choi et al., 2023b) Journal of Hospitality and Tourism Research 2023 2
37 Virtual influencers as an emerging marketing theory: A systematic literature review (Laszkiewicz and Kalinska-Kula, 2023) International Journal of Consumer Studies 2023 2
38 Green power of virtual influencer: The role of virtual influencer image, emotional appeal, and product involvement (Jiang et al., 2024) Journal of Retailing and Consumer Services 2024 1
39 A Study on the Regulatory Fit Effects of Influencer Types and Message Types (Yi and Lee, 2023) International Journal of Human-Computer Interaction 2023 1
40 Factors of virtual influencer marketing influencing Generation Y consumers' purchase intention in Malaysia (Yap and Ismail, 2022) International Journal of Internet Marketing and Advertising 2022 1
41 Virtual Influencers: The Effects of Controlling Entity, Appearance Realism and Product Type on Advertising Effect (Zhang and Ren, 2022) 3rd International Conference on Design, Operation and Evaluation of Mobile Communications (MOBILE) 2022 1
42 Fake human but real influencer: the interplay of authenticity and humanlikeness in Virtual Influencer communication? (Ju et al., 2024) Fashion and Textiles 2024 0
43 Virtual influencers and data privacy: Introducing the multi-privacy paradox (Liyanaarachchi et al., 2024) Journal of Business Research 2024 0
44 Virtual humans as social actors: Investigating user perceptions of virtual humans' emotional expression on social media (Ham et al., 2024) Computers in Human Behavior 2024 0
45 Virtually authentic: examining the match-up hypothesis between human vs virtual influencers and product types (Liu and Lee, 2024) Journal of Product and Brand Management 2024 0
46 Virtual influencers and pro-environmental causes: The roles of message warmth and trust in experts (Gerrath et al., 2024) Journal of Business Research 2024 0
47 Virtual influencer marketing: a study of millennials and gen Z consumer behaviour (Angmo and Mahajan, 2024) Qualitative Market Research 2024 0
48 How to engage and attract virtual influencers' followers: a new non-human approach in the age of influencer marketing (Melnychuk et al., 2024b) Marketing Intelligence and Planning 2024 0
49 Human versus virtual influences, a comparative study (Belanche et al., 2024b) Journal of Business Research 2024 0
50 Unlocking Trust Dynamics: An Exploration of Playfulness, Expertise, and Consumer Behavior in Virtual Influencer Marketing (J. Kim et al., 2024) International Journal Of Human-Computer Interaction 2024 0
51 Revisiting the elaboration likelihood model in the context of a virtual influencer: A comparison between high- and low-involvement products (S. (Steven) Park et al., 2023) Journal of Consumer Behaviour 2023 0
52 The Interplay Between Human Likeness and Agency on Virtual Influencer Credibility (S. Park and Sung, 2023) Cyberpsychology Behavior and Social Networking 2023 0
53 Why You Should Give Your Virtual Influencer a Friend (Rizzo et al., 2023) Harvard Business Review 2023 0
54 Real or Not, Doesn't Matter, As Long As You Are Hot: Exploring the Perceived Credibility of an Instagram Virtual Influencer (Awdziej et al., 2022) Regional Conference of the European-Marketing-Academy 2022 0