A Rhetorical Analysis on the Language of Social Media Influencers Relative to the Behavior of their Followers
Leif Ralex Campaner | Teresita Q. Adriano
Discipline: Education
Abstract:
This study explored the persuasive language used by social media influencers (SMIs) and examined how their
rhetorical strategies shape their followers' opinions and behaviors. Anchored on Aristotle’s Rhetorical Appeals—
ethos, pathos, and logos—and Bibb Latané’s Social Impact Theory (1981), the research employed a qualitative
discourse-analytic design to investigate the linguistic dimensions of persuasion in influencer-generated YouTube
content. A total of 51 influencer videos and 17 follower participants were analyzed through linguistic, rhetorical, and
thematic analysis. Findings revealed that influencers employ multiple linguistic dimensions—pragmatic, semantic,
syntactic, morphological, narrative, textual, multimodal, and socio-cultural—to construct persuasive appeals that
establish credibility, evoke emotion, and present logical reasoning. These persuasive strategies were found to shape
follower behaviors through repeated exposure, emotional resonance, and perceived authenticity, leading to imitation,
engagement, and the normalization of aspirational ideals. The study further uncovered the social consequences of
persuasive language, highlighting both its empowering potential and its contribution to social comparison,
consumerism, and value formation. The results underscore the need for ethical communication practices, critical media
literacy, and educational frameworks that promote responsible influence in digital spaces.
References:
- Abidin, C. (2015). Communicative intimacies: Influencers and perceived interconnectedness. Ada: A Journal of Gender, New Media, and Technology, (8). https://doi.org/10.7264/N3MW2FFG
- Abidin, C. (2017). #familygoals: Family Influencers, Calibrated Amateurism, and Justifying Young Digital Labor. Social Media + Society, 3(2). https://doi.org/10.1177/2056305117707191
- Afzal, B., Wen, X., Nazir, A., Junaid, D., & Olarte Silva, L. J. (2024). Analyzing the impact of social media influencers on consumer shopping behavior: Empirical evidence from Pakistan. *Sustainability, 16*(14), 6079. https://doi.org/10.3390/su16146079
- Agnihotri, D., Chaturvedi, P., Kulshreshtha, K., & Tripathi, V. (2023). Investigatin the impact of authenticity of social media influencers on followers’ purchase behavior: Mediating analysis of parasocial interaction on Instagram. Asia Pacific Journal of Marketing and Logistics, 35. https://doi.org/10.1108/APJML-07-2022-0598
- Al-Mu’ani, L., Alrwashdeh, M., Ali, H., & Al-Assaf, K. (2023). The effect of social media influencers on purchase intention: Examining the mediating role of brand attitude. International Journal of Data and Network Science, 7, 1217–1226. https://doi.org/10.5267/j.ijdns.2023.5.003
- Altakhaineh, A. R. (2024). The perception of color idiomatic metaphorical expressions by Arabic-speaking EFL learners: An investigation of the effect of gender. Asian Journal of Multilingualism and Applied Linguistics, 8, 32–53.
- Álvarez-Monzoncillo, J. (2023). The Dynamics of Influencers Marketing. Routledge Studies of Marketing.
- Amjad, M., & Shah, D. (2024). A discourse analysis of rhetorical linguistic techniques in digital marketing brand slogans for consumer attraction. *Inception-Journal of Languages and Literature, 3*(2), 142–160. https://doi.org/10.36755/ijll.v3i2.93
- Ao, L., Bansal, R., Pruthi, N., & Khaskheli, M. B. (2023). Impact of social media influencers on customer engagement and purchase intention: A meta-analysis. *Sustainability, 15*(3), 2744. https://doi.org/10.3390/su15032744
- Aquino, E., Yang, K., & Brandon, L. (2024). YouTube influencers fostering audience engagement through parasocial relationships. *Journal of Marketing Development and Competitiveness, 18*(2). https://doi.org/10.33423/jmdc.v18i2.7034
- Aristotle. (2007). On Rhetoric: A Theory of Civic Discourse (G. A. Kennedy, Trans.). Oxford University Press. (Original work published ca. 4th century BCE)
- Aristotle. (2007). On rhetoric: A theory of civic discourse (G. A. Kennedy, Trans.). Oxford University Press. (Original work published ca. 4th century BCE)
- Audrezet, A., de Kerviler, G., & Guidry Moulard, J. (2018). Authenticity under threat: When social media influencers need to go beyond self-presentation. Journal of Business Research. https://doi.org/10.1016/j.jbusres.2018.07.008
- Aziz A., Kasmani F., Abdul Rashid & Sawai, Rezki. (2022). Self-Disclosure on Social Media and Its Influence on the Well-Being of Youth. Jurnal Komunikasi: Malaysian Journal of Communication. 38. 272-290. 10.17576/JKMJC-2022-3803-17.
- Baghel, D. (2023). The role of influencer authenticity and brand trust in shaping consumer behavior: Strategies to engage Generation Z. ShodhKosh: Journal of Visual and Performing Arts, 4. https://doi.org/10.29121/shodhkosh.v4.i1.2023.3327
- Bail, C. A., Argyle, L. P., Brown, T. W., Bumpus, J. P., Chen, H., Hunzaker, M. B. F., Lee, J., Mann, M., Merhout, F., & Volfovsky, A. (2018). Exposure to opposing views on social media can increase political polarization. *Proceedings of the National Academy of Sciences, 115*(37), 9216–9221. https://doi.org/10.1073/pnas.1804840115
- Bail, C. A., Argyle, L. P., Brown, T. W., Bumpus, J. P., Chen, H., Hunzaker, M. B. F., Lee, J., Mann, M., Merhout, F., & Volfovsky, A. (2018). Exposure to opposing views on social media can increase political polarization. *Proceedings of the National Academy of Sciences, 115*(37), 9216–9221. https://doi.org/10.1073/pnas.1804840115
- Bakshy, E., Eckles, D., Yan, R., & Rosenn, I. (2012). Social influence in social advertising: Evidence from field experiments. In Proceedings of the ACM Conference on Electronic Commerce. https://doi.org/10.1145/2229012.2229027
- Balaban, D. C., & Szambolics, J. (2022). A proposed model of self-perceived authenticity of social media influencers. *Media and Communication, 10*(1), 1–16. https://doi.org/10.17645/mac.v10i1.4765
- Bar-On, K., & Lamm, E. (2023). The interplay of social identity and norm psychology in the evolution of human groups. *Philosophical Transactions of the Royal Society B, 378*(20210412). http://doi.org/10.1098/rstb.2021.0412
- Bhatia, V. K. (2021). Critical genre analysis: Investigating interdiscursive performance in professional practice. Routledge.
- Bhatia, V. K. (2021). Critical genre analysis: Investigating interdiscursive performance in professional practice. Routledge.
- Bhattacharya, A. (2022). Parasocial interaction in social media influencer-based marketing: An SEM approach. Journal of Internet Commerce, 22, 1–21. https://doi.org/10.1080/15332861.2022.2049112
- Boerman, S., & Willemsen, L. (2017). “This post is sponsored”: Effects of sponsorship disclosure on persuasion knowledge and electronic word of mouth in the context of Facebook. Journal of Interactive Marketing, 38, 82–92. https://doi.org/10.1016/j.intmar.2016.12.002
- Boerman, S., & Willemsen, L. (2017). “This post is sponsored”: Effects of sponsorship disclosure on persuasion knowledge and electronic word of mouth in the context of Facebook. Journal of Interactive Marketing, 38, 82–92. https://doi.org/10.1016/j.intmar.2016.12.002
- Boyd, D. (2014). It’s complicated: The social lives of networked teens. Yale University Press.
- Braca, A., & Dondio, P. (2023). Developing persuasive systems for marketing: The interplay of persuasion techniques, customer traits, and persuasive message design. Italian Journal of Marketing, 369–412. https://doi.org/10.1007/s43039-023-00077-0
- Braun, V., & Clarke, V. (2006). Using thematic analysis in psychology. Qualitative Research in Psychology, 3(2), 77–101. https://doi.org/10.1191/1478088706qp063oa
- Braun, V., & Clarke, V. (2021). Thematic analysis: A practical guide. SAGE Publications.
- Brown, Z., & Tiggemann, M. (2020). A picture is worth a thousand words: The effect of viewing celebrity Instagram images with disclaimer and body positive captions on women’s body image. Body Image, 33, 190–198. https://doi.org/10.1016/j.bodyim.2020.03.003
- Brown, Z., & Tiggemann, M. (2020). A picture is worth a thousand words: The effect of viewing celebrity Instagram images with disclaimer and body positive captions on women’s body image. Body Image, 33, 190–198. https://doi.org/10.1016/j.bodyim.2020.03.003
- Bui, C. T., Ngo, T. T. A., Chau, H. K. L., & Tran, N. P. N. (2022). How perceived eWOM in visual form influences online purchase intention on social media: A research based on the SOR theory. *PLOS ONE, 17*(2), e0328093. https://doi.org/10.1371/journal.pone.0328093
- Carrotte, E. R., Prichard, I., & Lim, M. S. C. (2017). “Fitspiration” on social media: A content analysis of gendered images. Journal of Medical Internet Research, 19(3), e64. https://doi.org/10.2196/jmir.6368
- Casaló, L. V., Flavián, C., & Guinalíu, M. (2018). Influencers on Instagram: Antecedents and consequences of opinion leadership. Journal of Business Research, 117, 510–519. https://doi.org/10.1016/j.jbusres.2018.07.005
- Cascio Rizzo, G. L., Berger, J., Deangelis, M., & Pozharliev, R. (2023). How sensory language shapes influencer’s impact. Journal of Consumer Research, 50. https://doi.org/10.1093/jcr/ucad017
- Chae, J. (2018). Reexamining the relationship between social media and happiness: The effects of various social media platforms on re-conceptualized happiness. *Telematics and Informatics, 35*(6), 1656–1664.
- Chakraborty, D., & Biswas, W. (2020). Articulating the value of human resource planning (HRP) activities in augmenting organizational performance toward a sustained competitive firm. Journal of Asia Business Studies, 14, 62–90. https://doi.org/10.1108/JABS-01-2019-0025
- Chan, F. (2022). A study of social media influencers and impact on consumer buying behaviour in the United Kingdom. *IPRPD International Journal of Business & Management Studies, 3*(7).
- Cheah, C. W., Koay, K. Y., & Lim, W. M. (2024). Social media influencer over-endorsement: Implications from a moderated-mediation analysis. Journal of Retailing and Consumer Services. Advance online publication. https://doi.org/10.1016/j.jretconser.2024.103831
- Cheng, Z. M., de Regt, A., & Young, K.-Y. (2024). The influencer-entrepreneurship journey: A model of staged progression. Market Theory. https://doi.org/10.1002/mar.22084
- Christiansen, A., Craythorne, S.-L., Crawford, P., Larkin, M., Gohil, A., Strutt, S., & Page, R. (2025). Multimodal analysis of stories told by mental health influencers on TikTok. Health Expectations. Advance online publication. https://doi.org/10.1111/hex.70226
- Chu, S. C. (2011). Viral advertising in social media: Participation in Facebook groups and responses among college-aged users. *Journal of Interactive Advertising, 12*(1), 30–43. https://doi.org/10.1080/15252019.2011.10722189
- Chung, S., & Cho, H. (2017). Fostering parasocial relationships with celebrities on social media: Implications for celebrity endorsement. Psychology & Marketing, 34(4), 481–495. https://doi.org/10.1002/mar.21001
- Chung, S., & Cho, H. (2017). Fostering parasocial relationships with celebrities on social media: Implications for celebrity endorsement. Psychology & Marketing, 34(4), 481–495. https://doi.org/10.1002/mar.21001
- Chwialkowska, A. (2019). How sustainability influencers drive green lifestyle adoption on social media: The process of green lifestyle adoption explained through the lenses of the minority influence model and social learning theory. Management of Sustainable Development, 11, 33–42. https://doi.org/10.2478/msd-2019-0019
- Cialdini, R. B. (2007). Influence: The psychology of persuasion (Rev. ed.). Harper Business.
- Coutinho, F., Dias, Á., & Pereira, L. (2023). Credibility of social media influencers: Impact on purchase intention. Human Technology, 19, 220–237. https://doi.org/10.14254/1795-6889.2023.19-2.5
- De Jans, S., Hudders, L., Naderer, B., & De Pauw, V. (2022). Impact of thin-ideals in influencer posts promoting healthy vs. unhealthy foods on tweens’ healthy food choice behavior. Frontiers in Psychology, 13, 789069. https://doi.org/10.3389/fpsyg.2022.789069
- 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
- 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, Article 2685. https://doi.org/10.3389/fpsyg.2019.02685
- de Vries, L., Peluso, A. M., Romani, S., Leeflang, P. S. H., & Marcati, A. (2017). Explaining consumer brand-related activities on social media: An investigation of the different roles of self-expression and socializing motivations. Computers in Human Behavior. https://doi.org/10.1016/j.chb.2017.05.016
- Deighton, J., Romer, D., & McQueen, J. (1989). Using drama to persuade. Journal of Consumer Research, 19, 335–343.
- Del Vicario, M., Bessi, A., Zollo, F., Petroni, F., Scala, A., Caldarelli, G., Stanley, H. E., & Quattrociocchi, W. (2016). The spreading of misinformation online. *Proceedings of the National Academy of Sciences, 113*(3), 554–559. https://doi.org/10.1073/pnas.1517441113
- Dibda, A., & Ahmad, H. (2025). The role of visual imagery in building brand image and consumer purchase intention in the era of social media: A literature review. Jurnal Ekonomi Kreatif dan Manajemen Bisnis Digital, 4, 70–81. https://doi.org/10.55047/jekombital.v4i1.981
- Diveica, V., Muraki, E., Binney, R., & Pexman, P. (2025). The multidimensionality, variability and flexibility of concepts: Opening editorial. Cortex, 118. https://doi.org/10.1016/j.cortex.2025.05.011
- Djafarova, E., & Rushworth, C. (2017). Exploring the credibility of online celebrities’ Instagram profiles in influencing the purchase decisions of young female users. Computers in Human Behavior, 68, 1–7. https://doi.org/10.1016/j.chb.2016.11.009
- Djafarova, E., & Rushworth, C. (2017). Exploring the credibility of online celebrities’ Instagram profiles in influencing the purchase decisions of young female users. Computers in Human Behavior, 68, 1–7. https://doi.org/10.1016/j.chb.2016.11.009
- Djafarova, E., & Trofimenko, O. (2018). ‘Instafamous’ – credibility and self-presentation of micro-celebrities on social media. *Information, Communication & Society, 22*(1), 1–15. https://doi.org/10.1080/1369118X.2018.1438491
- Djafarova, E., & Trofimenko, O. (2019). ‘Instafamous’ – credibility and self-presentation of micro-celebrities on social media. *Information, Communication & Society, 22*(1), 1–15. https://doi.org/10.1080/1369118X.2018.1438491
- Durmuş Şenyapar, H. N. (2024). A comprehensive analysis of influencer types in digital marketing. International Journal of Management and Administration, 8, 75–100.
- Dwivedi, A., Johnson, L. W., Wilkie, D. C., & De Araujo-Gil, L. (2019). Consumer emotional brand attachment with social media brands and social media brand equity. *European Journal of Marketing, 53*(6), 1176–1204. https://doi.org/10.1108/EJM-09-2016-0511
- Educational Sciences (pp. 556-568). European Publisher. https://doi.org/10.15405/epes.23097.50
- Eggins, S. (2004). An introduction to systemic functional linguistics. Continuum.
- Engel, E., Gell, S., Heiss, R., & Karsay, K. (2023). Social media influencers and adolescents’ health: A scoping review of the research field. Social Science & Medicine, 116387. https://doi.org/10.1016/j.socscimed.2023.116387
- Erkan, I., & Evans, C. (2016). The influence of eWOM in social media on consumers’ purchase intentions: An extended approach to information adoption. Computers in Human Behavior, 61, 47–55. https://doi.org/10.1016/j.chb.2016.03.003
- Escalas, J. E. (2007). Self-referencing and persuasion: Narrative transportation versus analytical elaboration. Journal of Consumer Research, 33(4), 421–429. https://doi.org/10.1086/510216
- Escalas, J., & Bettman, J. (2005). Self-construal, reference groups, and brand meaning. *Journal of Consumer Research, 32*(3), 378–389. https://doi.org/10.1086/497549
- Fardouly, J., Diedrichs, P. C., Vartanian, L. R., & Halliwell, E. (2015). Social comparisons on social media: The impact of Facebook on young women’s body image concerns and mood. Body Image, 13, 38–45. https://doi.org/10.1016/j.bodyim.2014.12.002
- Farivar, S., & Wang, F. (2022). Effective influencer marketing: A social identity perspective. Journal of Retailing and Consumer Services, 103, 103026. https://doi.org/10.1016/j.jretconser.2022.103026
- Ferchaud, A., Grzeslo, J., Orme, S., & LaGroue, J. (2018). Parasocial attributes and YouTube personalities: Exploring content trends across the most subscribed YouTube channels. Computers in Human Behavior, 80, 88–96. https://doi.org/10.1016/j.chb.2017.10.041
- Fergina, A., Ghazy, A., Prancisca, S., Aminah, S., & Ananda, E. (2024). Enhancing reading comprehension through extensive reading. Journal of English Education Program, 5. https://doi.org/10.26418/jeep.v5i2.71717
- 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
- Freelon, D., & Wells, C. (2020). Disinformation as political communication. Communication and the Public, 5(2), 145–156. https://doi.org/10.1080/10584609.2020.1723755
- Freelon, D., McIlwain, C. D., & Clark, M. D. (2020). Beyond the hashtags: #Ferguson, #Blacklivesmatter, and the online struggle for offline justice. Digital Journalism, 8(4), 529–546. https://doi.org/10.1080/21670811.2019.1623011
- Galdon, J., Gil-Pechuán, I., Alfraihat, S., & Tarabieh, S. (2024). Effect of social media influencers on consumer brand engagement and its implications on business decision-making. Profesional de la Información, 33. https://doi.org/10.3145/epi.2024.0210
- Ha, T. (2024). The interconnection between systemic functional language and the grammar of visual design in the context of advertising language. Global Academic Journal of Humanities and Social Sciences, 6(1), Article 1. https://doi.org/10.36348/gajhss.2024.v06i01.001
- Halliday, M. A. K. (1994). An introduction to functional grammar (2nd ed.). Edward Arnold.
- Halliday, M. A. K., & Matthiessen, C. M. I. M. (2014). Halliday’s introduction to functional grammar (4th ed.). Routledge.
- Han, J., & Balabanis, G. (2023). Meta‐analysis of social media influencer impact: Key antecedents and theoretical foundations. *Market & Social Research, 33*(4). https://doi.org/10.1002/mar.21927
- Heiss, R., Nanz, A., & Matthes, J. (2023). Social media information literacy: Conceptualization and associations with information overload, news avoidance, and conspiracy mentality. Computers in Human Behavior, 147, 107908. https://doi.org/10.1016/j.chb.2023.107908
- Herdian, H. (2025). Emoticons as speech act amplifiers: An analysis of pragmatics in online communication. *Linguistics and ELT Journal, 13*(1). https://doi.org/10.31764/leltj.v13i1.30822
- Hidarto, A. (2021). The persuasive language of online advertisements featuring social media influencers on Instagram: A multimodal analysis. Indonesian JELT: Indonesian Journal of English Language Teaching, 16(1), 15-36. https://doi.org/10.36892/ijlls.v5i2.1260
- Hong, J., Yang, J., Wooldridge, B. R., & Bhappu, A. D. (2021). Sharing consumers’ brand storytelling: Influence of consumers’ storytelling on brand attitude via emotions and cognitions. Journal of Product & Brand Management. Advance online publication. https://doi.org/10.1108/JPBM-07-2019-2485
- Hudders, L., & Pandelaere, M. (2012). The silver lining of materialism: The impact of luxury consumption on subjective well-being. *Journal of Happiness Studies, 13*(3), 411–437. http://dx.doi.org/10.1007/s10902-011-9271-9
- Influencer Marketing Hub. (2024). What is an influencer? https://influencermarketinghub.com/what-is-an-influencer/
- Inwood O; Zappavigna M, 2023, ‘Attitudes about propaganda and disinformation: Identifying discursive personae in YouTube comment sections’, in The Routledge Handbook of Discourse and Disinformation, Routledge (Taylor & Francis), pp. 239 - 257, http://dx.doi.org/10.4324/9781003224495-18
- Inwood O; Zappavigna M, 2023, ‘The Marriages of Celebrity Politicians: A Social Semiotic Approach to How Commenters Affiliate Around YouTube Gossip Videos’, in Rhetoric Politics and Society, pp. 133–153, http://dx.doi.org/10.1007/978-3-031-15119-4_9
- Inwood, O., & Zappavigna, M. (2022). A systemic functional linguistics approach to analyzing white supremacist and conspiratorial discourse on YouTube. The Communication Review*, 25, 1–31. https://doi.org/10.1080/10714421.2022.2129122
- James, E. K., Bokemper, S. E., Gerber, A. S., Omer, S. B., Huber, G. A.. (2021). Persuasive messaging to increase COVID-19 vaccine uptake intentions. Vaccine, 39(49), 7158–7165. https://doi.org/10.1016/j.vaccine.2021.10.039
- Jegede, O. (2024). Bridging linguistic gaps: The role of code-switching in enhancing learning outcomes in Nigerian public primary schools. International Multilingual Research Journal, 1–17. https://doi.org/10.1080/19313152.2024.2414611
- Jenkins, E. L., Ilicic, J., Molenaar, A., Chin, S., & McCaffrey, T. A. (2020). Strategies to improve health communication: Can health professionals be heroes? Nutrients, 12(6), 1861. https://doi.org/https://doi.org/10.3390/nu12061861
- Jin, S. V., & Phua, J. (2014). Following celebrities’ tweets about brands: The impact of Twitter-based electronic word-of-mouth on consumers’ source credibility perception, buying intentions, and social identification with celebrities. Journal of Advertising, 43(2), 181–195. https://doi.org/10.1080/00913367.2013.827606
- Jin, S. V., Muqaddam, A., & Ryu, E. (2019). Instafamous and social media influencer marketing. Marketing Intelligence & Planning, 37(3), 567–579. https://doi.org/10.1108/MIP-09-2018-0375
- Jin, S.-A. A., & Yoon, S. (2016). The cultural influence of beauty YouTubers: Korean beauty vlogs and their global reach. Journal of Promotion Management, 22(5), 626–641. https://doi.org/10.1080/10496491.2016.1199113
- Kang, H. J., Shin, J.-h., & Ponto, K. (2019). How 3D virtual reality stores can shape consumer purchase decisions: The roles of informativeness and playfulness. *International Marketing Review, 49*(1). https://doi.org/10.1016/j.intmar.2019.07.002
- Kang, H. J., Shin, J.-h., & Ponto, K. (2019). How 3D virtual reality stores can shape consumer purchase decisions: The roles of informativeness and playfulness. *International Marketing Review, 49*(1). https://doi.org/10.1016/j.intmar.2019.07.002
- Khamis, S., Ang, L., & Welling, R. (2016). Self-branding, ‘micro-celebrity’ and the rise of social media influencers. *Communication and the Public, 21*(2), 191–208. https://doi.org/10.1080/19392397.2016.1218292
- 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
- Ki, C.-W., & Cuevas, L. (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
- Ki, C.-W., & Kim, Y.-K. (2019). The mechanism by which social media influencers persuade consumers: The role of consumers’ desire to mimic. Psychology & Marketing, 36(9), 905–922. https://doi.org/10.1002/mar.21244
- Ki, C.-W., Cuevas, L., Chong, S., & 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
- Kim, C., Jeon, H. G., & Lee, K. C. (2020). A comprehensive review of sustainability practices in corporations. *Sustainability, 12*(12), 5189. https://doi.org/10.3390/su12125189
- Kim, D., & Kim, H.-Y. (2022). Social media influencers as human brands: An interactive marketing perspective. Journal of Research in Interactive Marketing. https://doi.org/10.1108/JRIM-08-2021-0200
- Kim, T. Y., & Phua, J. (2020). Effects of brand name versus empowerment advertising campaign hashtags in branded Instagram posts of luxury versus mass-market brands. Journal of Interactive Advertising. https://doi.org/10.1080/15252019.2020.1734120
- Ko, H.-C., Wu, J. Y.-W., & Lane, H.-Y. (2017). Personality disorders in female and male college students with Internet addiction. Journal of Nervous and Mental Disease, 205(9), 740–741. https://doi.org/10.1097/NMD.0000000000000708
- Kowert, R., & Daniel Jr., L. (2021). The one-and-a-half sided parasocial relationship: The curious case of live streaming. Computers in Human Behavior Reports, 4, 100150. https://doi.org/10.1016/j.chbr.2021.100150
- Kutz, Kennedi O.; Espinal, Kiara; Flynn, Erin; and Cheney, Julia (2024) “Social Media Influencers’ Impact on Consumer Purchasing Decisions,” Proceedings of the New York State Communication Association: Vol. 2023, Article 4. https://docs.rwu.edu/nyscaproceedings/vol2023/iss1/4
- Kwon, Y. (2020). Rituals and myths of Korean skin care practices: The emergence of K-beauty in the global marketplace. Journal of the Korean Society of Costume, 70, 45–61. https://doi.org/10.7233/jksc.2020.70.5.045
- Labrecque, L. I. (2014). Fostering consumer–brand relationships in social media environments: The role of parasocial interaction. Journal of Interactive Marketing, 28(2), 134–148. https://doi.org/10.1016/j.intmar.2013.12.003
- Labrecque, L. I., Markos, E., & Milne, G. R. (2013). Online personal Processes, challenges, and implications. Journal of Interactive Marketing, 27(1), 37–50. https://doi.org/10.1016/j.intmar.2012.09.002
- Latané, B. (1981). The psychology of social impact. American Psychologist, 36(4), 343–356. https://doi.org/10.1037/0003-066X.36.4.343
- Ledbetter, A. M., Mazer, J. P., DeGroot, J. M., Meyer, K. R., Mao, Y., & Swafford, B. (2011). Attitudes toward online social connection and self-disclosure as predictors of Facebook communication and relational closeness. Communication Research, 38(1), 27–53. https://doi.org/10.1177/0093650210365537
- Lee, H.-J., Lee, H., Lim, C. Y., Rhim, I., & Lee, S.-H. (2023). Corrective feedback guides human perceptual decision-making by informing about the world state rather than rewarding its choice. PLOS Biology, *21*(11), e3002373. https://doi.org/10.1371/journal.pbio.3002373
- Lee, J. A., & Eastin, M. S. (2021). Perceived authenticity of social media influencers: Scale development and validation. *Journal of Research in Interactive Marketing, 15*(4), 822–884. https://doi.org/10.1108/jrim-12-2020-0253
- Lee, J. E., & Watkins, B. (2016). YouTube vloggers’ influence on consumer luxury brand perceptions and intentions. Journal of Business Research. https://doi.org/10.1016/j.jbusres.2016.04.171
- Lee, J., Abidin, C., & Leaver, T. (2025). TikTok and children: An Introduction. International Journal of Cultural Studies, 0(0). https://doi.org/10.1177/13678779251340419
- Lemke, R. (2019). The association of the availability of offline gay scenes and national tolerance of homosexuality with gay and bisexual men’s sexual online dating behavior. Computers in Human Behavior, 98, 106172. https://doi.org/10.1016/j.chb.2019.106172
- Li, R. (2025). The impact of social media influencers on Gen Z’s online purchase decisions. Advances in Economics, Management and Political Sciences, 150(1), 178–185. https://doi.org/10.54254/2754-1169/2024.19299
- Liao, C.-H. (2024). Exploring social media determinants in fostering pro-environmental behavior: Insights from social impact theory and the theory of planned behavior. Frontiers in Psychology, 15, Article 1445549. https://doi.org/10.3389/fpsyg.2024.1445549
- Lim, X. J., Radzol, A. M., Cheah, J. H., & Wong, M. W. (2017). The impact of social media influencers on purchase intention and the mediation effect of customer attitude. Asian Journal of Business Research, 7(2), 19–36. https://doi.org/10.14707/ajbr.170035
- Lin, X. S., Chen, Z. X., Ashford, S. J., Lee, C., & Qian, J. (2018). A self‐consistency motivation analysis of employee reactions to job insecurity: The roles of organization‐based self‐esteem and proactive personality. Journal of Business Research, 92, 168–178. https://doi.org/10.1016/j.jbusres.2018.07.028
- Lotun, S., Lamarche, V. M., Matran-Fernandez, A., & Sandstrom, G. M. (2024). People perceive parasocial relationships to be effective at fulfilling emotional needs. *Scientific Reports, 14*(1), 8185. https://doi.org/10.1038/s41598-024-58069-9
- Lou, C., & Kim, H. (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
- Lou, C., & Yuan, S. (2018). Influencer marketing: How message value and credibility affect consumer trust of branded content on social media. Journal of Interactive Advertising, 19, 1–45. https://doi.org/10.1080/15252019.2018.1533501
- Lup, K., Trub, L., & Rosenthal, L. (2015). Instagram #instasad?: Exploring associations among Instagram use, depressive symptoms, negative social comparison, and strangers followed. *Cyberpsychology, Behavior, and Social Networking, 18*(5), 247–252. https://doi.org/10.1089/cyber.2014.0560
- Lyu, C., Yang, J., Zhang, F., Teo, T. S. H., & Mu, T. (2020). How do knowledge characteristics affect firm’s knowledge sharing intention in interfirm cooperation? An empirical study. Journal of Business Research. https://doi.org/10.1016/j.jbusres.2020.04.045
- Maamuujav, U. (2025). Relations of linguistic features, rhetorical moves, and writing quality in academic writing of secondary students. International Journal of Educational Research Open. https://doi.org/10.1016/j.ijedro.2025.100505
- Manic, M. (2024). Short-form video content and consumer engagement in digital landscapes. Bulletin of the Transilvania University of Brasov. Series V: Economic Sciences, 45–52. https://doi.org/10.31926/but.es.2024.17.66.1.4
- Martínez, C., & Olsson, T. (2021). The warm expert—A warm teacher? Learning about digital media in intergenerational interaction. *New Media & Society, 28*(6). https://doi.org/10.1177/13548565211070409
- Marwick, A. E. (2015). Instafame: Luxury selfies in the attention economy. Public Culture, 27(1), 137–160. https://doi.org/10.1215/08992363-2798379
- Marwick, A., & boyd, d. (2011). To see and be seen: Celebrity practice on Twitter. Convergence: The International Journal of Research into New Media Technologies, 17. https://doi.org/10.1177/1354856510394539
- Maslach, C., & Leiter, M. P. (2016). Understanding the burnout experience: Recent research and its implications for psychiatry. *World Psychiatry, 15*(2), 103–111. https://doi.org/10.1002/wps.20311
- Matin, A., Khoshtaria, T., & Todua, N. (2022). The impact of social media influencers on brand awareness, image, and trust in their sponsored content: An empirical study from Georgian social media users. International Journal of Marketing, Communication and New Media. https://doi.org/10.54663/2182-9306.2022.v10.n18.88-114
- McFerran, B., Dahl, D. W., Fitzsimons, G. J., & Morales, A. C. (2020). Motivated inference in identity-relevant contexts: The role of self-threat and meaning in consumption. Journal of Consumer Research, 47(3), 344–362. https://doi.org/10.1093/jcr/ucaa013
- McFerran, K., Crooke, A., Kalenderidis, Z., Stokes, H., & Teggelove, K. (2022). What young people think about music, rhythm and trauma: An action research study. Frontiers in Psychology, 13, 905418. https://doi.org/10.3389/fpsyg.2022.905418
- Meier, A., & Schäfer, S. (2018). Positive side of social comparison on social network sites: How envy can drive inspiration on Instagram. *Cyberpsychology, Behavior, and Social Networking, 21*(7), 411–417. https://doi.org/10.1089/cyber.2017.0708
- Mheidly, N., Kundu, P. & Facey, M. Persuasive strategies in top TikTok breast cancer videos: a rhetorical analysis. Discov Soc Sci Health , 81 (2024). https://doi.org/10.1007/s44155-024-00142-9
- Morse, G., Salyers, M. P., Rollins, A. L., Monroe-DeVita, M., & Pfahler, C. (2012). Burnout in mental health services: A review of the problem and its remediation. *Administration and Policy in Mental Health and Mental Health Services Research, 39*(5), 341–352. https://doi.org/10.1007/s10488-011-0352-1
- Mundel, J., Wan, A., & Yang, J. (2023). Processes underlying social comparison with influencers and subsequent impulsive buying: The roles of social anxiety and social media addiction. *Cyberpsychology: Journal of Psychosocial Research on Cyberspace, 17*(3), 834–851. https://doi.org/10.1080/13527266.2023.2183426
- Munsch, A. (2021). Millennial and Generation Z digital marketing communication and advertising effectiveness: A qualitative exploration. *Journal of Global Scholars of Marketing Science, 31*(1), 10–29. https://doi.org/10.1080/21639159.2020.1808812
- Nabi, R., & Green, M. (2014). The role of a narrative’s emotional flow in promoting persuasive outcomes. *Media Psychology, 18*(1), 1–26. https://doi.org/10.1080/15213269.2014.912585
- Nasirizadeh, Z., & Paramasivam, S. (2024). Stance markers in forestry research articles: Indicators of authoritative voice. Discourse and Interaction, 17, 115–138. https://doi.org/10.5817/DI2024-1-115
- Naslund, J., Aschbrenner, K., Marsch, L. A., & Bartels, S. (2016). The future of mental health care: Peer-to-peer support and social media. Epidemiology and Psychiatric Sciences, *25*(4), 313–322. https://doi.org/10.1017/S2045796015001067
- Norzalita Abdul Aziz, N., Othman, N. A., & Bin Abdul Murad, S. M. (2023). The effects of social support and social media influencers’ credibility on emotional brand attachment: The mediating roles of trust in multichannel. *Social Sciences & Humanities Open, 8*(1), 100727. https://doi.org/10.1016/j.ssaho.2023.100727
- O’Keefe, D. J. (2015). Persuasion: Theory and research. SAGE Publications.
- Okonkwo, I., & Namkoisse, E. (2023). The role of influencer marketing in building authentic brand relationships online. Journal of Digital Marketing and Communication, 3(2), 81–90. https://doi.org/10.53623/jdmc.v3i2.350
- Okonkwo, I., & Namkoisse, E. (2023). The role of influencer marketing in building authentic brand relationships online. Journal of Digital Marketing and Communication, 3(2), 81–90. https://doi.org/10.53623/jdmc.v3i2.350
- Olivar, K.,Acquitan K., & Palado, P., (2023). The Mediating Effect of Social Media on the Relationship Between Travel Preference and Tourist Behavior of Local Tourists in Davao City.
- Packard, G., & Berger, J. (2024). How language arousal affects purchase intentions in online retailing? The role of virtual versus human influencers, language typicality, and trust. Journal of Retailing and Consumer Services, 82, 104106. https://doi.org/10.1016/j.jretconser.2024.104106
- Page, R. (2018). Narratives online: Shared stories and social media. Cambridge University Press
- Pancer, E., Chandler, V., Poole, M., & Noseworthy, T. J. (2018). How readability shapes social media engagement. Journal of Consumer Psychology. https://doi.org/10.1002/jcpy.1073C
- Paudel, S., Chalise, A., Tamrakar, S., & Khatri, D. (2021). Unpacking beauty norms and body image: Development and validation of the perceptions of beauty standards scale. SAGE Open, *11*(4), 1-12. https://doi.org/10.1177/20503121251324085
- Peters, O., Merten, L., & Waldherr, A. (2022). Rhetorical strategies and persuasion in digital communication: A study of influencer language. Journal of Digital Rhetoric, 14(1), 45–61.
- Phua, J., Kim, T. Y., & Phua, J. (2020). Effects of brand name versus empowerment advertising campaign hashtags in branded Instagram posts of luxury versus mass-market brands. Journal of Interactive Advertising. https://doi.org/10.1080/15252019.2020.1734120
- Pornpitakpan, C. (2004). The persuasiveness of source credibility: A meta-analytic review. *Journal of Applied Social Psychology, 34*(2), 243–281. https://doi.org/10.1111/j.1559-1816.2004.tb02547.x
- Prudencio, A. B., Sherwin, C. C., Barcelona, J. A., Niduaza, B., & Tongawan, P. F. C. (2023). Stylistic and discourse analysis of the language of social media influencers. IRE Journals, 7(1), 322-325. Retrieved from https://www.irejournals.com/paper-details/1704877
- Purnama, A. (2019). Students’ application of systemic functional linguistics on mass media and social media. SOSTEK: Jurnal Teknologi dan Sistem Komputer, 18(2), Article 2. https://doi.org/10.5614/sostek.itbj.2019.18.2.2
- Rafelina, D., & Hermawan, B. (2022). The ideational meanings of multimodal texts presented in an EFL textbook. TLEMC (Teaching and Learning English in Multicultural Contexts), 6, 68–82. https://doi.org/10.37058/tlemc.v6i2.5815
- Russo, A. (2023). Exploring gendered discourses on social media: A critical discourse study of online communication. https://doi.org/10.13140/RG.2.2.23156.56963
- Safwan, A., & Ali, S. (2025). Impact of fanship and parasocial interaction on parasocial relationship between users and social media influencers. The Critical Review of Social Sciences Studies, 3, 850–863. https://doi.org/10.59075/2p57hb95
- Sánchez-Fernández, R., & Jiménez-Castillo, D. (2021). How social media influencers affect behavioural intentions towards recommended brands: The role of emotional attachment and information value. Research Center CIMEDES, University of Almería. Retrieved from https://mpra.ub.uni-muenchen.de/123159/
- Saternus, Z., Mihale-Wilson, C., & Hinz, O. (2024). Influencer marketing on Instagram—The optimal disclosure strategy from influencers’ and marketers’ perspectives. Electronic Markets, 34. https://doi.org/10.1007/s12525-024-00743-x
- Schouten, A. P., Janssen, L., & Verspaget, M. (2020). Influencers on Instagram: The role of authenticity and self-presentation in consumer trust. *Journal of Marketing Management, 36*(7-8), 637–661. https://doi.org/10.29121/shodhkosh.v5.i6.2024.3329
- Seeger, C., & Muth, L. (2023). Social media influencers’ role in shaping political opinions and actions of young audiences. *Media and Communication, 11*(3). https://doi.org/10.17645/mac.v11i3.6750
- Seeger, C., & Muth, L. (2023). Social media influencers’ role in shaping political opinions and actions of young audiences. *Media and Communication, 11*(3). https://doi.org/10.17645/mac.v11i3.6750
- Sheldon, P., & Bryant, K. (2016). Instagram: Motives for its use and relationship to narcissism and contextual age. Computers in Human Behavior, 58, 89–97. https://doi.org/10.1016/j.chb.2015.12.059
- Singh, A., Singh, P., Pandey, D., & Singh, R. (2024). The impact of emotional appeals on consumer engagement in digital advertising. European Economics Letters, 14, 1193–1202.
- Smith, J. and Johnson, P. (2022). The Impact of AI on Medical Data Analysis: A Case Study of IBM Watson Health. Journal of Health Informatics, 45, 145-156.
- Sokolova, K., & Kefi, H. (2019). Instagram and YouTube bloggers promote it, why should I buy? How credibility and parasocial interaction influence purchase intentions. Journal of Retailing and Consumer Services, 53, 101742. https://doi.org/10.1016/j.jretconser.2019.01.011
- Sokolova, K., Vázquez-Casielles, R., & Pérez-Rueda, A. (2024). Building trust in wellness influencers: The role of content strategies and emotional appeals. Journal of Consumer Behaviour, 23(1), 15–30. https://doi.org/10.1002/cb.2153
- Soria, N. (2024). IMPACTS OF SOCIAL MEDIA INFLUENCERS ON CONSUMER BEHAVIOR: A CASE STUDY IN DAVAO CITY, PHILIPPINES. European Journals of Management and Marketing Studies. 8 (2), http://dx.doi.org/10.46827/ejmms.v8i4.1655
- Stubb, C., Nystrom, A.-G., Colliander, J. (2019). Influencer Marketing: The Impact of Disclosing Sponsorship Compensation Justification on Sponsored Content Effectiveness. Journal of Communication Management, 23, 109-122. https://doi.org/10.1108/JCOM-11-2018-0119
- Suarez, A. P. A., Revamonte, C. J. L., Balimbingan, M. H., Irong, I. A. C., & Suco, E. J. . V. (2023). DISCOURSE ANALYSIS ON VAGUE LANGUAGE USED IN ADVERTISEMENT VIDEOS BY TIKTOK INFLUENCERS. International Journal of Language and Literary Studies, 5(2), 118–135.
- Suarez, A. P. A., Revamonte, C. J. L., Balimbingan, M. H., Irong, I. A. C., & Suco, E. J. . V. (2023). DISCOURSE ANALYSIS ON VAGUE LANGUAGE USED IN ADVERTISEMENT VIDEOS BY TIKTOK INFLUENCERS. International Journal of Language and Literary Studies, 5(2), 118–135.
- Sun, A., & Chen, X. (2016). Online education and its effective practice: A research review. Journal of Information Technology Education: Research, 15, 157–190. https://doi.org/10.28945/3502
- Sun, A., & Chen, X. (2016). Online education and its effective practice: A research review. Journal of Information Technology Education: Research, 15, 157–190. https://doi.org/10.28945/3502
- Swaminathan, V., Zinkhan, G. M., & Reddy, S. K. (2020). The impact of brand personality on consumer responses: The role of brand equity. Journal of Consumer Psychology, 30(1), 62–73. https://doi.org/10.1002/jcpy.1123
- Swazan, I. S., & Youn, S.-Y. (2025). AI’s operational capabilities in fashion retail distribution: Navigating organizational agility, creativity, and innovative culture for market and operational performance. International Textile and Apparel Association Annual Meeting. https://doi.org/10.31274/itaa.18791
- Sweller, J. (2022). Cognitive load theory. In Encyclopedia of the Sciences of Learning (pp. 14020–14025). https://doi.org/10.1016/b978-0-12-818630-5.14020-5
- Tafesse, W., & Wood, B. P. (2021). Followers’ engagement with Instagram influencers: The role of influencers’ content and engagement strategy. Journal of Retailing and Consumer Services, 58, 102303. https://doi.org/10.1016/j.jretconser.2020.102303
- Taillon, B., Mueller, S., Kowalczyk, C., & Jones, D. (2020). Understanding the relationships between social media influencers and their followers: The moderating role of closeness. Journal of Product & Brand Management. Advance online publication. https://doi.org/10.1108/JPBM-03-2019-2292
- Tandoc, E. C., Jr., Ling, R., & Zheng Wei, L. (Year). Audiences’ acts of authentication in the age of fake news: A conceptual framework. *New Media & Society, 20*(8). https://doi.org/10.1177/1461444817731756
- Tannenbaum, M. B., et al. (2015). The impact of emotional appeals on health behavior change: A meta-analytic review. *Psychological Bulletin, 141*(6), 1178–1204. https://doi.org/10.1037/a0039729
- Theocharis, D., & Tsekouropoulos, G. (2025). Sustainable Consumption and Branding for Gen Z: How Brand Dimensions Influence Consumer Behavior and Adoption of Newly Launched Technological Products. Sustainability, 17(9), 4124. https://doi.org/10.3390/su17094124
- Thomas, V., & Grigsby, J. (2024). Narrative transportation: A systematic literature review and future research agenda. Psychology & Marketing, 41, 1805–1819. https://doi.org/10.1002/mar.22011
- Tiggemann, M., & Zaccardo, M. (2018). ‘Strong is the new skinny’: A content analysis of #fitspiration images on Instagram. *Journal of Health Psychology, 23*(8), 1003–1011. https://doi.org/10.1177/1359105316639436
- Trofimenko, O. (2018). ‘Instafamous’ – credibility and self-presentation of micro-celebrities on social media. *Information, Communication & Society,22*(8), 1–15. https://doi.org/10.1080/1369118X.2018.1438491
- Tuten, T. L., & Solomon, M. R. (2017). Social Media Marketing. SAGE.
- Valerio, M. (2015). Filipino–English code-switching attitudes and practices and their relationship to English academic performance among freshman students of Quirino State University. *International Journal of English Language Teaching, 2*(1), 76. https://doi.org/10.5430/ijelt.v2n1p76
- van Driel, L., & Dumitrica, D. (2021). Selling brands while staying “authentic”: The professionalization of Instagram influencers. Convergence, 27(1), 66–84. https://doi.org/10.1177/1354856520902136
- Varpio, L. (2018). Using rhetorical appeals to credibility, logic, and emotions to increase your persuasiveness. *Perspectives on Medical Education, 7*(3), 207–210. https://doi.org/10.1007/s40037-018-0420-2
- Vasan, S., Eikelis, N., Lim, M. H., & Lambert, E. (2023). Evaluating the impact of loneliness and social isolation on health literacy and health-related factors in young adults. Frontiers in Psychology, 14, 996611. https://doi.org/10.3389/fpsyg.2023.996611
- Veckalne, R., Akhmatjonov, S., Humbatova, S., & Hajiyev, N. G.-O. (2025). From scroll to action: Can social media influencers drive real behavioral change among their followers? *Social Sciences, 14*(5), 253. https://doi.org/10.3390/socsci14050253
- Velasquez, A., & LaRose, R. (2015). Youth collective activism through social media: The role of collective efficacy. New Media & Society, 17(6), 899–918. https://doi.org/10.1177/1461444813518391
- Vraga, E. K., Tully, M., Kotcher, J. E., Smithson, A., & Broeckelman-Post, M. (2016). A Multi-Dimensional Approach to Measuring News Media Literacy. Journal of Media Literacy Education, 7(3), 41-53. https://doi.org/10.23860/jmle-7-3-4
- Vries, D., & Kühne, R. (2015). Facebook and self-perception: Individual susceptibility to negative social comparison on Facebook. Personality and Individual Differences, 86, 10. https://doi.org/10.1016/j.paid.2015.05.029
- Wan, F. S. W. A., Zainudin, I. S., & Nor, N. F. M. (2021). A functional analysis of theme and thematic progression of private hospital websites. *3L: Language, Linguistics, Literature®, The Southeast Asian Journal of English Language Studies, 27*(3). http://doi.org/10.17576/3L-2021-2703-05
- Wang, Y., Fardouly, J., & Vartanian, L. R. (2021). Social media use and women’s body dissatisfaction: The mediating roles of internalization and social comparison. Body Image, 36, 76–83. https://doi.org/10.1016/j.bodyim.2020.10.014
- Weinmann, M., Neilsen, R., Welsh, A., Holas, I., James, S., Colley, E., & Elkharraz, H. (2024). Students as multilingual influencers: Towards linguistically diverse higher education in anglophone contexts. In [Book Title if available]. https://doi.org/10.1007/978-3-031-57484-9_6
- Yambao, C. L. (2020). Persuasive speech: An analysis of language and structure in digital content. Philippine Journal of Language Studies, 6(2), 112–126.
- Yu, J., Hong, W., & Egger, R. (2024). The art of post captions: Readability and user engagement on social media. *Journal of Travel Research, 64*(6), 853–866. https://doi.org/10.1177/00472875241228822
- Yuan, S., & Lou, C. (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, 1–42. https://doi.org/10.1080/15252019.2020.1769514
- Zamora, R., Suminas, A., & Fahmy, S. S. (2023). Securing the youth vote: A comparative analysis of digital persuasion on TikTok among political actors. *Media and Communication, 11*(2). https://doi.org/10.17645/mac.v11i2.6348
- Zappavigna M, 2023, ‘A systemic functional linguistics approach to analyzing white supremacist and conspiratorial discourse on YouTube’, in (De)constructing Societal Threats During Times of Deep Mediatization, Routledge, pp. 58 - 88, http://dx.doi.org/10.4324/9781003436768-4
- Zeng, L., & Zhu, X. (2024). Constructing cultural identities through new media: A multimodal appraisal analysis of Chinese web-based ink and wash cartoons. Semiotica. Advance online publication. https://doi.org/10.1515/sem-2022-0098
- Zhang, R. & Mercado, Trinideé & Bi, Nicky Chang. (2024). “Unintended” marketing through influencer vlogs: impacts of interactions, parasocial relationships and perceived influencer credibility on purchase behaviors. Journal of Research in Interactive Marketing. 19. 10.1108/JRIM-11-2023-0416.
- Zhang, Y., & O’Halloran, K. L. (2021). Multimodal discourse analysis of social media influencer posts on Instagram. Discourse, Context & Media, 41, 100518. https://doi.org/10.1016/j.dcm.2021.100518
- Zhou, Y., Thøgersen, J., Ruan, Y., & Huang, G. (2013). The moderating role of human values in planned behavior: The case of Chinese consumers’ intention to buy organic food. Journal of Consumer Marketing, 30. https://doi.org/10.1108/JCM-02-2013-0482