Abstract
A new type of social media influencer, known as a virtual influencer, has gained prominence, driven by technological breakthroughs and artificial intelligence. Despite the increasing interest of researchers and practitioners, there is a lack of clear understanding of this current phenomenon. As this research domain is still in its infancy, a comprehensive and insightful review of the extant research is needed, and the current study aims to close this gap using a framework-based scoping review. A total of 81 peer-reviewed studies met the inclusion criteria. Key findings were categorised into themes, contexts, and methodologies using the TCM framework. Based on this analysis, several research gaps have been identified, and directions for future research are suggested. This study advances our understanding of virtual influencers by providing a framework for future research development, motivating scholars to examine this phenomenon.
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The findings presented in this review paper are derived from articles sourced from databases, including Scopus, Web of Science, and Google Scholar. For the convenience of interested parties, upon request the Excel table containing the list of articles can be shared.
References
Ahn RJ, Cho SY, Tsai WS (2022) Demystifying computer-generated imagery (CGI) influencers: the effect of perceived anthropomorphism and social presence on brand outcomes. J Interact Advert 22:1–9. https://doi.org/10.1080/15252019.2022.2111242
Alboqami H (2023) Trust me, I’m an influencer!—Causal recipes for customer trust in artificial intelligence influencers in the retail industry. J Retail Consum Serv 72:103242. https://doi.org/10.1016/j.jretconser.2022.103242
Angmo P, Mahajan R (2024) Virtual influencer marketing: a study of millennials and gen Z consumer behaviour. Qual Mark Res Inter J. https://doi.org/10.1108/QMR-01-2023-0009
Arksey H, O’Malley L (2005) Scoping studies: towards a methodological framework. Int J Soc Res Methodol 81:19–32. https://doi.org/10.1080/1364557032000119616
Arsenyan J, Mirowska A (2021) Almost human? A comparative case study on the social media presence of virtual influencers. Int J Hum Comp Stud 155:102694. https://doi.org/10.1016/j.ijhcs.2021.102694
Barari M (2023) Unveiling the dark side of influencer marketing: How social media influencers (human vs virtual) diminish followers’ well-being. Mark Intell Plan 48:8. https://doi.org/10.1108/MIP-05-2023-0191/full/html
Bhatia R, Bhat AK, Tikoria J (2021) Life insurance purchase behaviour: a systematic review and directions for future research. Int J Consum Stud 45:1149–1175. https://doi.org/10.1111/ijcs.12681
Block E, Lovegrove R (2021) Discordant storytelling, ‘honest fakery’, identity peddling: How uncanny CGI characters are jamming public relations and influencer practices. Public Relat Inq 10:46147X2110269. https://doi.org/10.1177/2046147X211026936
Brito Silva MJ, de, Oliveira Ramos Delfino L de, Alves Cerqueira K, Oliveira Campos P de, (2022) Avatar marketing: a study on the engagement and authenticity of virtual influencers on Instagram. Soc Netw Anal Min 12:130. https://doi.org/10.1007/s13278-022-00966-w
Byun KJ, Ahn SJ (2023) A systematic review of virtual influencers: similarities and differences between human and virtual influencers in interactive advertising. J Interact Advert 23:293–306. https://doi.org/10.1080/15252019.2023.2236102
CBC News: The National (2020) Pandemic creates a virtual influencer boom. In: YouTube. https://www.youtube.com/watch?v=qjX-sNwDzdY Accessed 26 November 2023
Chaihanchanchai P, Anantachart S, Ruangthanakorn N (2024) Unlocking the persuasive power of virtual influencer on brand trust and purchase intention: a parallel mediation of source credibility. J Mark Commun 11:1–23. https://doi.org/10.1080/13527266.2023.2301390
Chintalapati S, Pandey SK (2022) Artificial intelligence in marketing: a systematic literature review. Int J Mark Res 64:38–68. https://doi.org/10.1177/14707853211018428
da Oliveira ABS, Chimenti P (2021) Humanized robots: a proposition of categories to understand virtual influencers. Australas J Inf Syst. https://doi.org/10.3127/ajis.v25i0.3223
Dabiran E, Farivar S, Wang F, Grant G (2024) Virtually human: anthropomorphism in virtual influencer marketing. J Retail Consum Serv 79:103797. https://doi.org/10.1016/j.jretconser.2024.103797
Deng JX (2023) Effects of human versus virtual human influencers on the appearance anxiety of social media users. J Retail Consum Serv 71:103233. https://doi.org/10.1016/j.jretconser.2022.103233
Dwivedi YK, Hughes L, Baabdullah AM, Ribeiro-Navarrete S, Giannakis M, Al-Debei MM, Dennehy D, Metri B, Buhalis D, Cheung CM (2022) Metaverse beyond the hype: Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy. Int J Inf Manag 66:102542
Eg R, Tønnesen ÖD, Tennfjord MK (2023) A scoping review of personalised user experiences on social media: the interplay between algorithms and human factors. Comp Hum Behav 9:100253. https://doi.org/10.1016/j.chbr.2022.100253
El Hedhli K, Zourrig HA, Khateeb A, Alnawas I (2023) Stereotyping human-like virtual influencers in retailing: Does warmth prevail over competence? J Retail Consum Serv 75:103459. https://doi.org/10.1016/j.jretconser.2023.103459
Fan F, Fu L, Jiang Q (2023) Virtual idols vs online influencers vs traditional celebrities: how young consumers respond to their endorsement advertising. Young Consum Ahead-of-Print. https://doi.org/10.1108/YC-08-2023-1811
Farrell JR, Campbell C, Sands S (2022) What drives consumers to engage with influencers?: segmenting consumer response to influencers: Insights for managing social-media relationships. J Advert Res 62:35–48
Ferraro C, Sands S, Zubcevic-Basic N, Campbell C (2024) Diversity in the digital age: how consumers respond to diverse virtual influencers. Int J Advert. https://doi.org/10.1080/02650487.2023.2300927
Franke C, Groeppel-klein A, Müller K (2023) Consumers’ responses to virtual influencers as advertising endorsers: novel and effective or uncanny and deceiving? J Advert. https://doi.org/10.1080/00913367.2022.2154721
Gerrath MH, Olya H, Shah Z, Li H (2024) Virtual influencers and pro-environmental causes: the roles of message warmth and trust in experts. J Bus Res 1(175):114520. https://doi.org/10.1016/j.jbusres.2024.114520
Gutuleac R, Baima G, Rizzo C, Bresciani S (2024) Will virtual influencers overcome the uncanny valley? The moderating role of social cues. Psychol Mark. https://doi.org/10.1002/mar.21989
Harrison RL III (2013) Using mixed methods designs in the Journal of Business Research, 1990–2010. J Bus Res 66:2153–2162
Jayles B, Escobedo R, Cezera S, Blanchet A, Kameda T, Sire C, Theraulaz G (2020) The impact of incorrect social information on collective wisdom in human groups. J R Soc Interface 17:20200496. https://doi.org/10.1098/rsif.2020.0496
Jhawar A, Kumar P, Varshney S (2023) The emergence of virtual influencers: a shift in the influencer marketing paradigm. Young Consum 24:468–484. https://doi.org/10.1108/YC-05-2022-1529/full/html
Jiang K, Zheng J, Luo S (2024) Green power of virtual influencer: The role of virtual influencer image, emotional appeal, and product involvement. J Retail Cons Serv 77:103660. https://doi.org/10.1016/j.jretconser.2023.103660
Ju N, Kim T, Im H (2024) Fake human but real influencer: the interplay of authenticity and humanlikeness in virtual influencer communication? Fash Text 11:16. https://doi.org/10.1186/s40691-024-00380-0
Kaushal N, Kaurav RPS, Sivathanu B, Kaushik N (2021) Artificial intelligence and HRM: identifying future research Agenda using systematic literature review and bibliometric analysis. Manag Rev Q 73:455–493. https://doi.org/10.1007/s11301-021-00249-2
Kim M, Baek TH (2023) Are virtual influencers friends or foes? Uncovering the perceived creepiness and authenticity of virtual influencers in social media marketing in the United States. Interna J Hum Comput Interac. https://doi.org/10.1080/10447318.2023.2233125
Kim H, Park M (2023a) Virtual influencers’ attractiveness effect on purchase intention: a moderated mediation model of the Product-Endorser fit with the brand. Comput Hum Behav 143:107703. https://doi.org/10.1016/j.chb.2023.107703
Kim H, Park M (2023b) When digital celebrity talks to you: How human-like virtual influencers satisfy consumer’s experience through social presence on social media endorsements. J Retail Consum Serv 76:103581
Kim I, Ki CW, Lee H, Kim YK (2024) Virtual influencer marketing: evaluating the influence of virtual influencers’ form realism and behavioral realism on consumer ambivalence and marketing performance. J Bus Res 176:114611. https://doi.org/10.1016/j.jbusres.2024.114611
Koles B, Audrezet A, Moulard JG, Ameen N, Mckenna B (2023) The authentic virtual influencer: authenticity manifestations in the metaverse. J Bus Res 170:114325. https://doi.org/10.1016/j.jbusres.2023.114325
Laszkiewicz A, Kalinska-Kula M (2023) Virtual influencers as an emerging marketing theory: a systematic literature review. Int J Consum Stud 47:2479–2494. https://doi.org/10.1111/ijcs.12956
Lee YH, Yuan CWT (2023) I’m not a puppet, I’ma real boy! Gender presentations by virtual influencers and how they are received. Comput Hum Behav 149:107927
Li H, Lei Y, Zhou Q, Yuan H (2023a) Can you sense without being human? Comparing virtual and human influencers endorsement effectiveness. J Retail Consum Serv 75:103456. https://doi.org/10.1016/j.jretconser.2023.103456
Li J, Huang J, Li Y (2023b) Examining the effects of authenticity fit and association fit: a digital human avatar endorsement model. J Retail Consum Serv 71:103230. https://doi.org/10.1016/j.jretconser.2022.103230
Lim RE, Lee SY (2023) “You are a virtual influencer!”: understanding the impact of origin disclosure and emotional narratives on parasocial relationships and virtual influencer credibility. Comput Hum Behav 148:107897
Liu F, Lee YH (2024a) Virtually authentic: examining the match-up hypothesis between human vs virtual influencers and product types. J Prod Brand Manag https://www.emerald.com/insight/1061-0421.htm
Liu F, Lee YH (2024b) Virtually responsible? Attribution of responsibility toward human vs virtual influencers and the mediating role of mind perception. J Retail Consum Serv 77:103685
Lou C, Kiew STJ, Chen T, Lee TYM, Ong JEC, Phua Z (2022) Authentically fake? How consumers respond to the influence of virtual influencers. J Advert. https://doi.org/10.1080/00913367.2022.2149641
Ma Y, Li J (2024) How humanlike is enough? Uncover the underlying mechanism of virtual influencer endorsement. Comput Hum Behav. https://doi.org/10.1016/j.chbah.2023.100037
Melnychuk HA, Arasli H, Nevzat R (2024) How to engage and attract virtual influencers’ followers: a new non-human approach in the age of influencer marketing. Mark Intell Plan https://www.emerald.com/insight/0263-4503.htm
Miao F, Kozlenkova IV, Wang H, Xie T, Palmatier RW (2022) An emerging theory of avatar marketing. J Mark 86:67–90. https://doi.org/10.1177/0022242921996646
Mirowska A, Arsenyan J (2023) Sweet escape: the role of empathy in social media engagement with human versus virtual influencers. Int J Hum Compu Stud 174:103008
Mouritzen SLT, Penttinen V, Pedersen S (2023) Virtual influencer marketing: the good, the bad and the unreal. Europ J Mark. https://doi.org/10.1108/EJM-12-2022-0915
Mrad M, Ramadan Z, Nasr LI (2022) Computer-generated influencers: the rise of digital personalities. Mark Intell Plan 40:589–603. https://doi.org/10.1108/MIP-12-2021-0423
Munn Z, Peters MD, Stern C, Tufanaru C, McArthur A, Aromataris E (2018) Systematic review or scoping review? Guidance for authors when choosing between a systematic or scoping review approach. BMC Med Res Methodol 18:1–7. https://doi.org/10.1186/s12874-018-0611-x
Ozdemir O, Kolfal B, Messinger PR, Rizvi S (2023) Human or virtual: How influencer type shapes brand attitudes. Comput Hum Behav 145:107771. https://doi.org/10.1016/j.chb.2023.107771
Paul J, Parthasarathy S, Gupta P (2017) Exporting challenges of SMEs: a review and future research agenda. J World Bus 52:327–342
Qu Y, Baek E (2023) Let virtual creatures stay virtual: tactics to increase trust in virtual influencers. J Res Interact Mark. https://doi.org/10.1108/JRIM-09-2022-0280
Rejeb A, Keogh JG, Wamba SF, Treiblmaier H (2020) The potentials of augmented reality in supply chain management: a state-of-the-art review. Manag Rev Q 71:819–856. https://doi.org/10.1007/s11301-020-00201-w
Robinson B (2020) Towards an ontology and ethics of virtual influencers. Australas J Inf Syst. https://doi.org/10.3127/ajis.v24i0.2807
Sands S, Campbell CL, Plangger K, Ferraro C (2022a) Unreal influence: leveraging AI in influencer marketing. Eur J Mark 56:1721–1747. https://doi.org/10.1108/EJM-12-2019-0949
Sands S, Ferraro C, Demsar V, Chandler G (2022b) False idols: Unpacking the opportunities and challenges of falsity in the context of virtual influencers. Bus Horiz. https://doi.org/10.1016/j.bushor.2022.08.002
Sookkaew J, Saephoo P (2021) Digital influencer: development and coexistence with digital social groups. Int J Adv Comput Sci Appl. https://doi.org/10.14569/IJACSA.2021.0121243
Stein JP, Linda Breves P, Anders N (2022) Parasocial interactions with real and virtual influencers: the role of perceived similarity and human-likeness. New Media Soc. https://doi.org/10.1177/14614448221102900
Thomas VL, Fowler K (2021) Close encounters of the AI kind: use of AI influencers as brand endorsers. J Advert 50:11–25. https://doi.org/10.1080/00913367.2020.1810595
Vrontis D, Makrides A, Christofi M, Thrassou A (2021) Social media influencer marketing: a systematic review, integrative framework and future research agenda. Int J Consu Stud 45:617–644. https://doi.org/10.1111/ijcs.12647
Wolf L, Steul-Fischer M (2022) Factors of customers’ channel choice in an omnichannel environment: a systematic literature review. Manag Rev Q. https://doi.org/10.1007/s11301-022-00281-w
Yang J, Chuenterawong P, Lee H, Chock TM (2023a) anthropomorphism in CSR endorsement: a comparative study on humanlike vs. cartoonlike virtual influencers’ climate change messaging. J Promot Manag 29:705–734. https://doi.org/10.1080/10496491.2022.2163041
Yang J, Chuenterawong P, Lee H, Tian Y, Chock TM (2023b) Human versus virtual influencer: the effect of humanness and interactivity on persuasive CSR messaging. J Interact Advert. https://doi.org/10.1080/15252019.2023.2189036
Yap YR, Ismail N (2022) Factors of virtual influencer marketing influencing Generation Y consumers' purchase intention in Malaysia. Int J Internet Mark Advert 437–458
Yu J, Dickinger A, So KKF, Egger R (2023) Artificial intelligence-generated virtual influencer: examining the effects of emotional display on user engagement. J Retail Consum Serv 76:103560
Zhou X, Yan X, Jiang Y (2023) Making sense? The sensory-specific nature of virtual influencer effectiveness. J Mark. https://doi.org/10.1177/00222429231203699
Zhou Q, Li B, Li H, Lei Y (2024) Mere copycat? The effects of human versus human-like virtual influencers on brand endorsement effectiveness: a moderated serial-mediation model. J Retail Consum Serv 76:103610
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Angmo, P., Mahajan, R. & da Silva Oliveira, A.B. Do they look human? Review on virtual influencers. Manag Rev Q (2024). https://doi.org/10.1007/s11301-024-00438-9
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DOI: https://doi.org/10.1007/s11301-024-00438-9