Social media influencers: a systematic review using PRISMA

References

• Abbas, A. F., Jusoh, A., Mas’ Od, A., Alsharif, A. H., & Ali, J. (2022). Bibliometrix analysis of information sharing in social media. Cogent Business & Management, 9(1), 2016556. https://doi.org/10.1080/23311975.2021.2016556
   Web of Science ®Google Scholar
• Abidin, C. (2016). “Aren’t these just young, rich women doing vain things online?”: Influencer selfies as subversive frivolity. Social Media + Society, 2(2), 1–17.
   Web of Science ®Google Scholar
• Abidin, C. (2016). Visibility labour: Engaging with Influencers’ fashion brands and# OOTD advertorial campaigns on Instagram. Media International Australia, 161(1), 86–100. https://doi.org/10.1177/1329878X16665177
   Web of Science ®Google Scholar
• Abidin, C., & Thompson, E. C. (2012). Buymylife.com: Cyber-femininities and commercial intimacy in blogshops. Women’s Studies International Forum, 35(6), 467–477.
   Web of Science ®Google Scholar
• Agnihotri, A., & Bhattacharya, S. (2020). Endorsement effectiveness of celebrities versus social media influencers in the materialistic cultural environment of India. Journal of International Consumer Marketing, 33(3), 280–302. https://doi.org/10.1080/08961530.2020.1786875
   Web of Science ®Google Scholar
• Albalawi, Y., & Sixsmith, J. (2015). Agenda setting for health promotion: Exploring an adapted model for the social media era. JMIR Public Health and Surveillance, 1(2), e21. https://doi.org/10.2196/publichealth.5014
   PubMedGoogle Scholar
• Albalawi, Y., & Sixsmith, J. (2017). Identifying Twitter influencer profiles for health promotion in Saudi Arabia. Health Promotion International, 32(3), 456–463. https://doi.org/10.1093/heapro/dav103
   PubMed Web of Science ®Google Scholar
• Ansari, Z. N., & Kant, R. (2017). A state-of-art literature review reflecting 15 years of focus on sustainable supply chain management. Journal of Cleaner Production, 142, 2524–2543. https://doi.org/10.1016/j.jclepro.2016.11.023
   Web of Science ®Google Scholar
• Arora, A., Bansal, S., Kandpal, C., Aswani, R., & Dwivedi, Y. (2019). Measuring social media influencer index-insights from Facebook, Twitter and Instagram. Journal of Retailing and Consumer Services, 49, 86–101. https://doi.org/10.1016/j.jretconser.2019.03.012
   Web of Science ®Google Scholar
• Audrezet, A., de Kerviler, G., & Moulard, J. G. (2020). Authenticity under threat: When social media influencers need to go beyond self-presentation. Journal of Business Research, 117, 557–569. https://doi.org/10.1016/j.jbusres.2018.07.008
   Web of Science ®Google Scholar
• Bastrygina, T., & Marc Lim, W. (2023). Foundations of consumer engagement with social media influencers. International Journal of Web Based Communities, 19(2/3), 222–242. https://doi.org/10.1504/IJWBC.2023.131410
   Google Scholar
• Biran, O., Rosenthal, S., Andreas, J., McKeown, K., & Rambow, O. (2012). Detecting influencers in written online conversations. In: Proceedings of the 2012 Workshop on Language in Social Media (LSM 2012). (7th June 2012) Association for computational Linguistics. pp. 37–45
   Google Scholar
• Boerman, S. C. (2020). The effects of the standardized Instagram disclosure for micro-and meso-influencers. Computers in Human Behavior, 103, 199–207. https://doi.org/10.1016/j.chb.2019.09.015
   Web of Science ®Google Scholar
• Bokunewicz, J. F., & Shulman, J. (2017). Influencer identification in Twitter networks of destination marketing organizations. Journal of Hospitality and Tourism Technology, 8(2), 205–219. https://doi.org/10.1108/JHTT-09-2016-0057
   Web of Science ®Google Scholar
• Borchers, N. S. (2019). Social media influencers in strategic communication. International Journal of Strategic Communication, 13(4), 255–260. https://doi.org/10.1080/1553118X.2019.1634075
   Google Scholar
• Brandenburg, M., Govindan, K., Sarkis, J., & Seuring, S. (2014). Quantitative models for sustainable supply chain management: Developments and directions. European Journal Operation Research, 233(2), 299–312.
   Web of Science ®Google Scholar
• Byrne, E., Kearney, J., & MacEvilly, C. (2017). The role of influencer marketing and social influencers in public health. Proceedings of the Nutrition Society, 76(OCE3), E103. https://doi.org/10.1017/S0029665117001768
   Web of Science ®Google Scholar
• Byrne, E., Vessey, J. A., & Pfeifer, L. (2018). Cyberbullying and social media: Information and interventions for school nurses working with victims, students, and families. The Journal of School Nursing, 34(1), 38–50. https://doi.org/10.1177/1059840517740191
   PubMed Web of Science ®Google Scholar
• Carah, N., Meurk, C., Males, M., & Brown, J. (2018). Emerging social media ‘platform’approaches to alcohol marketing: A comparative analysis of the activity of the top 20 Australian alcohol brands on Facebook (2012-2014). Critical Public Health, 28(1), 70–80. https://doi.org/10.1080/09581596.2017.1282154
   Web of Science ®Google Scholar
• Chae, J. (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
• Chandawarkar, A. A., Gould, D. J., & Grant Stevens, W. (2018). The top 100 social media influencers in plastic surgery on Twitter: Who should you be following? Aesthetic Surgery Journal, 38(8), 913–917. https://doi.org/10.1093/asj/sjy024
   PubMed Web of Science ®Google Scholar
• Chatzigeorgiou, C. (2017). Modelling the impact of social media influencers on behavioural intentions of millennials: The case of tourism in rural areas in Greece. Journal of Tourism, Heritage & Services Marketing, 3(2), 25–29.
   Google Scholar
• Childers, C., & Boatwright, B. (2020). Do digital natives recognize digital influence? Generational differences and understanding of social media influencers. Journal of Current Issues & Research in Advertising, 42(4), 425–442. https://doi.org/10.1080/10641734.2020.1830893
   Web of Science ®Google Scholar
• Chiu, C. L., & Ho, H.-C. (2023). Impact of celebrity, micro-celebrity, and virtual influencers on Chinese Gen Z’s purchase intention through social media. SAGE Open, 13(1), 215824402311640. https://doi.org/10.1177/21582440231164034
   Web of Science ®Google Scholar
• Crandall, D., Cosley, D., Huttenlocher, D., Kleinberg, J., & Suri, S. (2008). Feedback effects between similarity and social influence in online communities. In: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 160–168. ACM, August 12. https://doi.org/10.1145/1401890.1401914
   Google Scholar
• Daniel, E. S., Jr, Crawford Jackson, E. C., & Westerman, D. K. (2018). The influence of social media influencers: Understanding online vaping communities and parasocial interaction through the lens of Taylor’s six-segment strategy wheel. Journal of Interactive Advertising, 18(2), 96–109. https://doi.org/10.1080/15252019.2018.1488637
   Google Scholar
• Davies, C., & Hobbs, M. (2020). Irresistible possibilities: Examining the uses and consequences of social media influencers for contemporary public relations. Public Relations Review, 46(5), 101983. https://doi.org/10.1016/j.pubrev.2020.101983
   Web of Science ®Google Scholar
• De Veirman, M., Cauberghe, V., & Hudders, L. (2017). Marketing through Instagram influencers: the impact of number of followers and product divergence on brand attitude. International Journal of Advertising, 36(5), 798–828. https://doi.org/10.1080/02650487.2017.1348035
   Web of Science ®Google Scholar
• De Veirman, M., Hudders, L., & Nelson, M. R. (2019). What is influencer marketing and how does it target children? A review and direction for future research. Frontiers in Psychology, 10, 2685. https://doi.org/10.3389/fpsyg.2019.02685
   PubMed Web of Science ®Google Scholar
• Deborah, A., Michela, A., & Anna, C. (2019). How to quantify social media influencers: An empirical application at the Teatro alla Scala. Heliyon, 5(5), e01677. https://doi.org/10.1016/j.heliyon.2019.e01677
   PubMed Web of Science ®Google Scholar
• Doub, A. E., Small, M., & Birch, L. L. (2016). A call for research exploring social media influences on mothers’ child feeding practices and childhood obesity risk. Appetite, 99, 298–305. https://doi.org/10.1016/j.appet.2016.01.003
   PubMed Web of Science ®Google Scholar
• Engel, E., Gell, S., Heiss, R., & Karsay, K. (2024). Social media influencers and adolescents’ health: A scoping review of the research field. Social Science & Medicine (1982), 340, 116387. https://doi.org/10.1016/j.socscimed.2023.116387
   PubMed Web of Science ®Google Scholar
• Enke, N., & Borchers, N. S. (2019). Social media influencers in strategic communication: A conceptual framework for strategic social media influencer communication. International Journal of Strategic Communication, 13(4), 261–277. https://doi.org/10.1080/1553118X.2019.1620234
   Google Scholar
• Evans, N. J., Phua, J., Lim, J., & Jun, H. (2017). Disclosing Instagram influencer advertising: The effects of disclosure language on advertising recognition, attitudes, and behavioral intent. Journal of Interactive Advertising, 17(2), 138–149. https://doi.org/10.1080/15252019.2017.1366885
   Google Scholar
• Fink, A. (1998). Conducting research literature reviews: From paper to the Internet. Sage.
   Google Scholar
• Folkvord, F., & de Bruijne, M. (2020). The effect of the promotion of vegetables by a social influencer on adolescents’ subsequent vegetable intake: a pilot study. International Journal of Environmental Research and Public Health, 17(7), 2243. https://doi.org/10.3390/ijerph17072243
   PubMed Web of Science ®Google Scholar
• Fornandez-Prados, J. S., Lozano-Diaz, A., Bernal-Bravo, C., & Muyor-Rodriguez, J. (2021). Influencers and social media: State of the art and bibliometric analysis. In 9th International Conference on Information and Education Technology, ICIET 2021 (pp. 456–460). https://doi.org/10.1109/ICIET51873.2021.9419581
   Google Scholar
• Freberg, K., Graham, K., McGaughey, K., & Freberg, L. A. (2011). Who are the social media influencers? A study of public perceptions of personality. Public Relations Review, 37(1), 90–92. https://doi.org/10.1016/j.pubrev.2010.11.001
   Web of Science ®Google Scholar
• Gaenssle, S., & Budzinski, O. (2020). Stars in social media: New light through old windows? Journal of Media Business Studies, 18(2), 79–105. https://doi.org/10.1080/16522354.2020.1738694
   Web of Science ®Google Scholar
• Ge, J., & Gretzel, U. (2018). Emoji rhetoric: A social media influencer perspective. Journal of Marketing Management, 34(15–16), 1272–1295. https://doi.org/10.1080/0267257X.2018.1483960
   Web of Science ®Google Scholar
• Gensler, S., Völckner, F., Liu-Thompkins, Y., & Wiertz, C. (2013). Managing brands in the social media environment. Journal of Interactive Marketing, 27(4), 242–256. https://doi.org/10.1016/j.intmar.2013.09.004
   Web of Science ®Google Scholar
• Goodman, M. B., Booth, N., & Matic, J. A. (2011). Mapping and leveraging influencers in social media to shape corporate brand perceptions. Corporate Communications: An International Journal, 16(3), 184–191. https://doi.org/10.1108/13563281111156853
   Google Scholar
• Gräve, J. F. (2019). What KPIs are key? Evaluating performance metrics for social media influencers. Social Media + Society, 5(3), 205630511986547. https://doi.org/10.1177/2056305119865475
   Web of Science ®Google Scholar
• Gupta, S., Sharma, J., Najm, M., & Sharma, S. (2020). Media exaggeration and information credibility: Qualitative analysis of fear generation for covid-19 using Nvivo. Journal of Content Community and Communication, 12(6), 14–20. https://doi.org/10.31620/JCCC.12.20/03
   Google Scholar
• Huang, L, State University of New York (SUNY) at Fredonia. (2023). Real but fictional: A research agenda of virtual influencers for brand communications in social media marketing. Journal of Applied Marketing Theory, 10(2), 73–94. https://doi.org/10.20429/jamt.2023.100207
   Google Scholar
• Hudders, L., De Jans, S., & De Veirman, M. (2021). The commercialization of social media stars: A literature review and conceptual framework on the strategic use of social media influencers. International Journal of Advertising, 40(3), 327–375. https://doi.org/10.1080/02650487.2020.1836925
   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
• Johansen, I. K., & Guldvik, C. S. (2017). Influencer marketing and purchase intentions: How does influencer marketing affect purchase intentions? [Master’s thesis]. https://brage.bibsys.no/xmlui/handle/11250/2453218.
   Google Scholar
• Karlsen, R., & Aalberg, T. (2021). Social media and trust in News: An experimental study of the effect of Facebook on News Story credibility. Digital Journalism, 11(1), 144–160. https://doi.org/10.1080/21670811.2021.1945938
   Web of Science ®Google Scholar
• Kay, S., Mulcahy, R., & Parkinson, J. (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
• Kedir, N., & Fayek, A. R. (2023). Integrated FAHP-FDEMATEL for determining causal relationships in construction crew productivity modelling. Canadian Journal of Civil Engineering, 50(11), 923–935. https://doi.org/10.1139/cjce-2022-0425
   Web of Science ®Google Scholar
• Khamis, S., Ang, L., & Welling, R. (2016). Self-branding, ‘micro-celebrity’ and the rise of Social Media Influencers. Celebrity Studies, 8(2), 191–208. https://doi.org/10.1080/19392397.2016.1218292
   Web of Science ®Google Scholar
• Khirfan, L., Mohtat, N., Peck, M., Chan, A., & Ma, L. (2020). Dataset for assessing the scope and nature of global stream daylighting practices. Data in Brief, 33, 106366. https://doi.org/10.1016/j.dib.2020.106366
   PubMed Web of Science ®Google Scholar
• Ki, C.-W., Cuevas, L. M., Chong, S. M., & Lim, H. (2020). Influencer marketing: Social media influencers as human brands attaching to followers and yielding positive marketing results by fulfilling needs. Journal of Retailing and Consumer Services, 55, 102133. https://doi.org/10.1016/j.jretconser.2020.102133
   Web of Science ®Google Scholar
• Ki, C. W. C., & Kim, Y. K. (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
• Kintu, B., & Ben-Slimane, K. (2020). Companies responses to scandal backlash caused by social media influencers. International Journal of Market Research, 62(6), 666–672. https://doi.org/10.1177/1470785320957577
   Web of Science ®Google Scholar
• Lin, H. C., Bruning, P. F., & Swarna, H. (2018). Using online opinion leaders to promote the hedonic and utilitarian value of products and services. Business Horizons, 61(3), 431–442. https://doi.org/10.1016/j.bushor.2018.01.010
   Web of Science ®Google Scholar
• Lou, C., & Kim, H. K. (2019). Fancying the New rich and famous? Explicating the roles of influencer content, credibility, and parental mediation in adolescents’ parasocial relationship, materialism, and purchase intentions. Frontiers in Psychology, 10, 2567. https://doi.org/10.3389/fpsyg.2019.02567
   PubMed 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
• Magno, F., & Cassia, F. (2018). The impact of social media influencers in tourism. Anatolia, 29(2), 288–290. https://doi.org/10.1080/13032917.2018.1476981
   Web of Science ®Google Scholar
• Moher, D., Liberati, A., Tetzlaff, J., & Altman, D. G, PRISMA Group. (2009). Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement. PLoS Medicine, 6(7), e1000097. https://doi.org/10.1371/journal.pmed.1000097
   PubMed Web of Science ®Google Scholar
• Nafi, S. M., & Ahmed, T. (2019). The ethical standpoint of social influencers on Hotel EServicescape: A theoretical perspective on the existing literature. African Journal of Hospitality, Tourism and Leisure, 8(1), 1–15.
   Google Scholar
• Navarro, C., Moreno, A., Molleda, J. C., Khalil, N., & Verhoeven, P. (2020). The challenge of new gatekeepers for public relations. A comparative analysis of the role of social media influencers for European and Latin American professionals. Public Relations Review, 46(2), 101881. https://doi.org/10.1016/j.pubrev.2020.101881
   Web of Science ®Google Scholar
• Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., Chou, R., Glanville, J., Grimshaw, J. M., Hróbjartsson, A., Lalu, M. M., Li, T., Loder, E. W., Mayo-Wilson, E., McDonald, S., … Moher, D. (2021). The PRISMA 2020 statement: An updated guideline for reporting systematic reviews. BMJ (Clinical Research ed.), 372, n71. https://doi.org/10.1136/bmj.n71
   PubMed Web of Science ®Google Scholar
• Pang, A., Yingzhi Tan, E., Song-Qi Lim, R., Yue-Ming Kwan, T., & Bhardwaj Lakhanpal, P. (2016). Building effective relations with social media influencers in Singapore. Media Asia, 43(1), 56–68. https://doi.org/10.1080/01296612.2016.1177962
   Google Scholar
• Pöyry, E., Pelkonen, M., Naumanen, E., & Laaksonen, S.-M. (2019). A call for authenticity: Audience responses to social media influencer endorsements in strategic communication. International Journal of Strategic Communication, 13(4), 336–351. https://doi.org/10.1080/1553118X.2019.1609965
   Google Scholar
• Pushparaj, P., & Kushwaha, B. P. (2023). Communicate your audience through virtual influencer: A systematic literature review. Journal of Content Community and Communication, 17(9), 31–45. https://doi.org/10.31620/JCCC.06.23/04
   Google Scholar
• Quelhas-Brito, P., Brandão, A., Gadekar, M. R., & Castelo-Branco, S. (2020). Diffusing fashion information by social media fashion influencers: Understanding antecedents and consequences. Journal of Fashion Marketing and Management, 24, 137–152.
   Web of Science ®Google Scholar
• Romero-Rodriguez, L. M., & Castillo-Abdul, B. (2023). Toward state-of-the-art on social marketing research in user-generated content (UGC) and influencers. Journal of Management Development, 42(6), 425–435. https://doi.org/10.1108/JMD-11-2022-0285
   Web of Science ®Google Scholar
• Sachan, A., & Datta, S. (2005). Review of supply chain management and logistics research. International Journal of Physical Distribution & Logistics Management, 35(9), 664–705. https://doi.org/10.1108/09600030510632032
   Google Scholar
• Seeler, S., Lück, M., & Schänzel, H. A. (2019). Exploring the drivers behind experience accumulation–The role of secondary experiences consumed through the eyes of social media influencers. Journal of Hospitality and Tourism Management, 41, 80–89. https://doi.org/10.1016/j.jhtm.2019.09.009
   Web of Science ®Google Scholar
• Seuring, S., & Gold, S. (2012). Conducting content-analysis based literature reviews in supply chain management. Supply Chain Management: An International Journal, 17(5), 544–555. https://doi.org/10.1108/13598541211258609
   Web of Science ®Google Scholar
• Seuring, S., & Müller, M. (2008). From a literature review to a conceptual framework for sustainable supply chain management. Journal of Cleaner Production, 16(15), 1699–1710. https://doi.org/10.1016/j.jclepro.2008.04.020
   Web of Science ®Google Scholar
• Shalev, E., & Morwitz, V. G. (2012). Influence via comparison-driven self-evaluation and restoration: The case of the low-status influencer. Journal of Consumer Research, 38(5), 964–980. https://doi.org/10.1086/661551
   Web of Science ®Google Scholar
• Shepherd, D., Whitman, K., Button, M., & Wilson, J. M. (2023). The impact of deviant social media influencers and consumer characteristics on purchasing counterfeit goods. Deviant Behavior, 44(12), 1746–1760. https://doi.org/10.1080/01639625.2023.2233041
   Web of Science ®Google Scholar
• Shmargad, Y. (2018). Twitter influencers in the 2016 US congressional races. Journal of Political Marketing, 1–18.
   Google Scholar
• Singla, P., & Richardson, M. (2008). Yes, there is a correlation: - from social networks to personal behavior on the web. The Web Conference.
   Google Scholar
• Sukamto, M., Hamidah, H., & Fajrianthi, F. (2019). Can I look like her?: Body image of adolescent girls who use social media. Makara Human Behavior Studies in Asia, 23(1), 60–72. https://doi.org/10.7454/hubs.asia.1120519
   Google Scholar
• Sundermann, G., & Raabe, T. (2019). Strategic communication through social media influencers: Current state of research and desiderata. International Journal of Strategic Communication, 13(4), 278–300. https://doi.org/10.1080/1553118X.2019.1618306
   Google Scholar
• Tranfield, D., Denyer, D., & Smart, P. (2003). Towards a methodology for developing evidence-informed management knowledge by means of systematic review. British Journal of Management, 14(3), 207–222. https://doi.org/10.1111/1467-8551.00375
   Web of Science ®Google Scholar
• Trivedi, J., & Sama, R. (2020). The effect of influencer marketing on consumers’ brand admiration and online purchase intentions: An emerging market perspective. Journal of Internet Commerce, 19(1), 103–124. https://doi.org/10.1080/15332861.2019.1700741
   Web of Science ®Google Scholar
• Vollenbroek, W., de Vries, S., Constantinides, E., & Kommers, P. (2014). Identification of influencein social media communities. International Journal of Web Based Communities, 10(3), 280–299. https://www.researchgate.net/publication/361865268_The_Impact_of_Social_Media_Influencers_on_Brand_Awareness_Image_and_Trust_in_their_Sponsored_Content_An_Empirical_Study_from_Georgian_Social_Media_Users [accessed Jun 16 2024]. https://doi.org/10.1504/IJWBC.2014.062943
   Google Scholar
• Webster, J., & Watson, R. T. (2002). Analyzing the past to prepare for the future: writing a literature review. Mis Q, 26, xiiie–xxiii.
   Web of Science ®Google Scholar
• Wellman, M. L. (2023). A friend who knows what they’re talking about: Extending source credibility theory to analyze the wellness influencer industry on Instagram. New Media & Society. https://doi.org/10.1177/14614448231162064
   Web of Science ®Google Scholar
• Wellman, M. L., Stoldt, R., Tully, M., & Ekdale, B. (2020). Ethics of authenticity: Social media influencers and the production of sponsored content. Journal of Media Ethics, 35(2), 68–82. https://doi.org/10.1080/23736992.2020.1736078
   Web of Science ®Google Scholar
• Willis, E., Friedel, K., Heisten, M., Pickett, M., & Bhowmick, A. (2023). Communicating health literacy on prescription medications on social media: in-depth interviews with “patient influencers. Journal of Medical Internet Research, 25, e41867. https://doi.org/10.2196/41867
   PubMed Web of Science ®Google Scholar
• Zhang, Y., & Wildemuth, B. M. (2009). Qualitative analysis of content. Applications of Social Research Methods to Questions in Information and Library Science, 308(319), 1–12.
   Google Scholar
• Zimmerman, T. (2022). Social noise: The influence of observers on social media information behavior. Journal of Documentation, 78(6), 1228–1248. https://doi.org/10.1108/JD-08-2021-0165
   Web of Science ®Google Scholar