Analyzing the Influence of Social Media Influencer’s Attributes and Content Esthetics on Endorsed Brand Attitude and Brand-Link Click Behavior: The Mediating Role of Brand Content Engagement

References

• Aghazadeh, S., Brown, J. O., Guichard, L., & Hoang, K. (2022). Persuasion in auditing: A review through the lens of the communication-persuasion matrix. European Accounting Review, 31(1), 145–172. https://doi.org/10.1080/09638180.2020.1863243
   Web of Science ®Google Scholar
• AlFarraj, O., Alalwan, A. A., Obeidat, Z. M., Baabdullah, A., Aldmour, R., & Al-Haddad, S. (2021). Examining the impact of influencers’ credibility dimensions: Attractiveness, trustworthiness and expertise on the purchase intention in the aesthetic dermatology industry. Review of International Business and Strategy, 31(3), 355–374. https://doi.org/10.1108/RIBS-07-2020-0089
   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(July), 86–101. https://doi.org/10.1016/j.jretconser.2019.03.012
   Google Scholar
• Baldwin, H. J., Freeman, B., & Kelly, B. (2018). Like and share: Associations between social media engagement and dietary choices in children. Public Health Nutrition, 21(17), 3210–3215. https://doi.org/10.1017/S1368980018001866
   PubMed Web of Science ®Google Scholar
• Bashir, A., Wen, J., Kim, E., & Morris, J. D. (2018). The role of consumer affect on visual social networking sites: How consumers build brand relationships. Journal of Current Issues & Research in Advertising, 39(2), 178–191. https://doi.org/10.1080/10641734.2018.1428250
   Web of Science ®Google Scholar
• Briggs, R., & Hollis, N. (1997). Advertising on the Web: Is there response before click-through? Journal of Advertising Research, 37(2), 33–45.
   Web of Science ®Google Scholar
• Calder, B. J., Malthouse, E. C., & Schaedel, U. (2009). An experimental study of the relationship between online engagement and advertising effectiveness. Journal of Interactive Marketing, 23(4), 321–331. https://doi.org/10.1016/j.intmar.2009.07.002
   Web of Science ®Google Scholar
• Chebat, J.-C., Hedhli, K. E., Gélinas-Chebat, C., & Boivin, R. (2007). Voice and persuasion in a banking telemarketing context. Perceptual and Motor Skills, 104(2), 419–437. https://doi.org/10.2466/pms.104.2.419-437
   PubMed Web of Science ®Google Scholar
• Chen, J. V., Nguyen, T., & Jaroenwattananon, J. (2021). What drives user engagement behavior in a corporate SNS account: The role of Instagram features. Journal of Electronic Commerce Research, 22(3), 199–227.
   Web of Science ®Google Scholar
• Colliander, J., & Marder, B. (2018). Snap happy’ brands: Increasing publicity effectiveness through a snapshot aesthetic when marketing a brand on Instagram. Computers in Human Behavior, 78, 34–43. https://doi.org/10.1016/j.chb.2017.09.015
   Web of Science ®Google Scholar
• Comrey, A. L., & Lee, H. B. (1992). A first course in factor analysis (2nd ed.). Lawrence Erlbaum.
   Google Scholar
• Cresswell, J. W., & Plano Clark, V. L. (2011). Designing and conducting mixed methods research. (2nd ed.). Sage.
   Google Scholar
• Dangi, H. K., & Dhun, (2023). Influencer marketing: Role of influencer credibility and congruence on brand attitude and eWOM. Journal of Internet Commerce, 22(sup1), S28–S72. https://doi.org/10.1080/15332861.2022.2125220
   Google Scholar
• De Jans, S., Van de Sompel, D., De Veirman, M., & Hudders, L. (2020). #Sponsored! How the recognition of sponsoring on Instagram posts affects adolescents’ brand evaluations through source evaluations. Computers in Human Behavior, 109, 106342. https://doi.org/10.1016/j.chb.2020.106342
   Web of Science ®Google Scholar
• De Veirman, M. D., 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/10.1080/026
   Web of Science ®Google Scholar
• Delbaere, M., Michael, B., & Phillips, B. J. (2021). Social media influencers: A route to brand engagement for their followers. Psychology & Marketing, 38(1), 101–112. https://doi.org/10.1002/mar.21419
   Web of Science ®Google Scholar
• Erz, A., & Christensen, A.-B H. (2018). Transforming consumers into brands: Tracing transformation processes of the practice of blogging. Journal of Interactive Marketing, 43(1), 69–82. https://doi.org/10.1016/j.intmar.2017.12.002
   Google Scholar
• Fabrigar, L. R., MacDonald, T. K., & Wegener, D. T. (2005). The structure of attitudes. In D. Albarracin, B. T. Johnson, & M. P. Zanna, (Eds.), The handbook of attitudes (pp. 79–124). Routledge.
   Google Scholar
• Fishbein, M., & Ajzen, I. (1975). Belief, attitude, intention and behavior: An introduction to theory and research. Addison-Wesley.
   Google Scholar
• Fitriati, R., Siwi, I. S., M., Munawaroh, & Rudiyanto. (2023). Mega-influencers as online opinion leaders: Establishing cosmetic brand engagement on social media. Journal of Promotion Management, 29(3), 359–382. https://doi.org/10.1080/10496491.2022.2143992
   Google Scholar
• Fornell, C., & Larcker, D. F. (1981). Evaluating structural equation models with unobservable variables and measurement error. Journal of Marketing Research, 18(1), 39–50. https://doi.org/10.1177/002224378101800104
   Web of Science ®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
• Gavilanes, J. M., Flatten, T. C., & Brettel, M. (2018). Content strategies for digital consumer engagement in social networks: Why advertising is an antecedent of engagement. Journal of Advertising, 47(1), 4–23. https://doi.org/10.1080/00913367.2017.1405751
   Web of Science ®Google Scholar
• Goldman, A. (2001). The aesthetic. In B. Gaur, & D. M. Lopes (Eds.), The Routledge companion to aesthetics (pp. 181–192). London.
   Google Scholar
• Hagtvedt, H. (2022). A brand (new) experience: Art, aesthetics, and sensory effects. Journal of the Academy of Marketing Science, 50(3), 425–428. https://doi.org/10.1007/s11747-021-00833-8
   Web of Science ®Google Scholar
• Hazari, S., & Sethna, B. N. (2023). A comparison of lifestyle marketing and brand influencer advertising for generation Z Instagram users. Journal of Promotion Management, 29(4), 491–534. https://doi.org/10.1080/10496491.2022.2163033
   Google Scholar
• Hollebeek, L. D., Glynn, M. S., & Brodie, R. J. (2014). Consumer brand engagement in social media: Conceptualization, scale development and validation. Journal of Interactive Marketing, 28(2), 149–165. https://doi.org/10.1016/j.intmar.2013.12.002
   Web of Science ®Google Scholar
• Hovland, C. I., Jannis, I., & Kelley, H. H. (1953). Communication and persuasion. University Press.
   Google Scholar
• Jamal, A. (2020). Generation Z in Pakistan: Individualistic and collectivist in orientation. In E. Gentina, & E. Parry (Eds.), The new generation Z in Asia: Dynamics, differences, digitalisation (the changing context of managing people) (pp. 105–117). Emerald Publishing.
   Google Scholar
• Jiménez-Castillo, D., & Sánchez-Fernández, R. (2019). The role of digital influencers in brand recommendation: Examining their impact on engagement, expected value and purchase intention. International Journal of Information Management, 49, 366–376. https://doi.org/10.1016/j.ijinfomgt.2019.07.009
   Web of Science ®Google Scholar
• Jin, S. V., & Muqaddam, A. (2019). Product placement 2.0: Do brands need influencers, or do influencers need brands? Journal of Brand Management, 26(5), 522–537. https://doi.org/10.1057/s41262-019-00151-z
   Web of Science ®Google Scholar
• Kelman, H. C. (1958). Compliance, identification, and internalization three processes of attitude change. Journal of Conflict Resolution, 2(1), 51–60. https://doi.org/10.1177/002200275800200106
   Google Scholar
• Kemp, S. (2022). Digital 2022: Pakistan. https://datareportal.com/reports/digital-2022-pakistan.
   Google Scholar
• Khan, M. A., & Saima. (2021). Effect of social media influencer marketing on consumers’ purchase intention and the mediating role of credibility. Journal of Promotion Management, 27(4), 503–523. https://doi.org/10.1080/10496491.2020.1851847
   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
• Kim, D. Y., & Kim, H.-Y. (2021). Trust me, trust me not: A nuanced view of influencer marketing on social media. Journal of Business Research, 134, 223–232. https://doi.org/10.1016/j.jbusres.2021.05.024
   Web of Science ®Google Scholar
• Kim, E., & Kim, Y. (2022). Factors affecting the attitudes and behavioral intentions of followers toward advertising content embedded within YouTube influencers’ videos. Journal of Promotion Management, 28(8), 1235–1256. https://doi.org/10.1080/10496491.2022.2060414
   Google Scholar
• Kim, E., Shoenberger, H., & Sun, Y. (2021). Living in a material world: Sponsored Instagram posts and the role of materialism, hedonic enjoyment, perceived trust, and need to belong. Social Media + Society, 7(3), 1–11. https://doi.org/10.1177/205630512110383
   Web of Science ®Google Scholar
• Kok Wei, K., & Li, W. Y. (2013). Measuring the impact of celebrity endorsement on consumer behavioural intentions: A study of Malaysian consumers. International Journal of Sports Marketing and Sponsorship, 14(3), 2–22. https://doi.org/10.1108/IJSMS-14-03-2013-B002
   Web of Science ®Google Scholar
• Kusumasondjaja, S. (2020). Exploring the role of visual aesthetics and presentation modality in luxury fashion brand communication on Instagram. Journal of Fashion Marketing and Management, 24(1), 15–31. https://doi.org/10.1108/JFMM-02-2019-0019
   Web of Science ®Google Scholar
• Lavie, T., & Tractinsky, N. (2004). Assessing dimensions of perceived visual aesthetics of web sites. International Journal of Human-Computer Studies, 60(3), 269–298. https://doi.org/10.1016/j.ijhcs.2003.09.002
   Web of Science ®Google Scholar
• Lee, D., Hosanagar, K., & Nair, H. S. (2018). Advertising content and consumer engagement on social media: Evidence from Facebook. Management Science, 64(11), 5105–5131. https://doi.org/10.1287/mnsc.2017.2902
   Web of Science ®Google Scholar
• Lin, C. A., Crowe, J., Pierre, L., & Lee, Y. (2021). Effects of parasocial interaction with an Instafamous influencer on brand attitudes and purchase intentions. Journal of Social Media in Society, 10(1), 55–78.
   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
• Masdari, F., & Sarvari, S. H. H. (2021). The aesthetics of Instagram exploring the aesthetics of visual and semantic aspects of Instagram. Journal of Cyberspace Studies, 5(1), 59–78. https://doi.org/10.22059/JCSS.2021.325552.1060
   Google Scholar
• McCroskey, L. L., McCroskey, J. C., & Richmond, V. P. (2006). Analysis and improvement of the measurement of interpersonal attraction and homophily. Communication Quarterly, 54(1), 1–31. https://doi.org/10.1080/01463370500270322
   Google Scholar
• McGuire, W. J. (1969). An information-processing model of advertising effectiveness. In H. L. Davis, & A. J. Silk, (Eds.), Behavioral and management science in marketing (pp. 156–180). Ronald Press.
   Google Scholar
• McGuire, W. J. (1978). An information-processing model of advertising effectiveness. In H. L. Davis, & A. J. Silk, A. J. (Eds.), Behavioral and management sciences in marketing (pp. 156–180). Wiley.
   Google Scholar
• McGuire, W. J. (1985). Attitudes and attitude change. In G. Lindzey, & E. Aronson (Eds.), Handbook of social psychology (3rd ed., Vol. 2, pp. 233–346). Random House.
   Google Scholar
• Mir, I. A. (2018). Dimensionality and effects of information motivation on users’ online social network advertising acceptance. Revista de Administração de Empresas, 58(2), 174–187. https://doi.org/10.1590/s0034-759020180206
   Google Scholar
• Morton, F. (2020). Influencer marketing: An exploratory study on the motivations of young adults to follow social media influencers. Journal of Digital & Social Media Marketing, 8(2), 156–165.
   Google Scholar
• Mulilis, J.-P. (1998). Persuasive communication issues in disaster management. A review of the hazards mitigation and preparedness literature and a look towards the future. Australian Journal of Emergency Management, 13(1), 151–159.
   Google Scholar
• Muntinga, D. G., Moorman, M &., & Smit, E. G. (2011). Introducing COBRAs: Exploring motivations for brand-related social media use. International Journal of Advertising, 30(1), 13–46. https://doi.org/10.2501/IJA-30-1-013-046
   Web of Science ®Google Scholar
• Obilo, O. O., Chefor, E., & Saleh, A. (2021). Revisiting the consumer brand engagement concept. Journal of Business Research, 126, 634–643. https://doi.org/10.1016/j.jbusres.2019.12.023
   Web of Science ®Google Scholar
• Ohanian, R. (1990). Construction and validation of a scale to measure celebrity endorsers’ perceived expertise, trustworthiness, and attractiveness. Journal of Advertising, 19(3), 39–52. https://doi.org/10.1080/00913367.1990.10673191
   Web of Science ®Google Scholar
• Petty, R. E., & Wegener, D. T. (1998). Attitude change: Multiple roles for persuasion variables. In D. T. Gilbert, S. T. Fiske, & G. Lindzey (Eds.), The handbook of social psychology (pp. 323–390). McGraw-Hill.
   Google Scholar
• Podsakoff, P. M., MacKenzie, S. B., Lee, J.-Y., & Podsakoff, N. P. (2003). Common method biases in behavioral research: A critical review of the literature and recommended remedies. Journal of Applied Psychology, 88(5), 879–903. https://doi.org/10.1037/0021-9010.88.5.879
   PubMed Web of Science ®Google Scholar
• Preacher, K. J. (2015). Advances in mediation analysis: A survey and synthesis of new developments. Annual Review of Psychology, 66(1), 825–852. https://doi.org/10.1146/annurev-psych-010814-015258
   PubMed Web of Science ®Google Scholar
• Pulles, N. J., & Hartman, P. (2017). Likeability and its effect on outcomes of interpersonal interaction. Industrial Marketing Management, 66, 56–63. https://doi.org/10.1016/j.indmarman.2017.06.008
   Web of Science ®Google Scholar
• Raajpoot, N. A., & Ghilni-Wage, B. (2019). Impact of customer engagement, brand attitude and brand experience on branded apps recommendation and re-use intentions. Atlantic Marketing Journal, 8(1), 1–18. https://digitalcommons.kennesaw.edu/amj/vol8/iss1/3.
   Google Scholar
• Rossiter, J. R., & Percy, L. (1985). Advertising communication models. In E. C. Hirschman, & M. B. Holbrook, (Eds.), Advances in consumer research (Vol. 12, pp. 510–524). Association for Consumer Research.
   Google Scholar
• Schimmelpfennig, C., & Hunt, J. B. (2020). Fifty years of celebrity endorser research: Support for a comprehensive celebrity endorsement strategy framework. Psychology & Marketing, 37(3), 488–505. https://doi.org/10.1002/mar.21315
   Web of Science ®Google Scholar
• Simons, H. W., Berkowitz, N. N., & Moyer, R. J. (1970). Similarity, credibility, and attitude change: A review and a theory. Psychological Bulletin, 73(1), 1–16. https://doi.org/10.1037/h0028429
   Web of Science ®Google Scholar
• Spears, N., & Singh, S. N. (2004). Measuring attitude toward the brand and purchase intentions. Journal of Current Issues & Research in Advertising, 26(2), 53–66. https://doi.org/10.1080/10641734.2004.10505164
   Google Scholar
• Tabachnick, B. G., & Fidell, L. S. (2007). Experimental designs using ANOVA. Thomson/Brooks/Cole.
   Google Scholar
• Torres, P., Augusto, M., & Matos, M. (2019). Antecedents and outcomes of digital influencer endorsement: An exploratory study. Psychology & Marketing, 36(12), 1267–1276. https://doi.org/10.1002/mar.21274
   Web of Science ®Google Scholar
• Triantafillidou, A., & Siomkos, G. (2018). The impact of Facebook experience on consumers’ behavioral brand engagement. Journal of Research in Interactive Marketing, 12(2), 164–192. https://doi.org/10.1108/JRIM-03-2017-0016
   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
• Trunfio, M., & Rossi, S. (2021). Conceptualising and measuring social media engagement: A systematic literature review. Italian Journal of Marketing, 2021(3), 267–292. https://doi.org/10.1007/s43039-021-00035-8
   Google Scholar
• Tsai, W.-H. S., & Men, L. R. (2013). Motivations and antecedents of consumer engagement with brand pages on social networking sites. Journal of Interactive Advertising, 13(2), 76–87. https://doi.org/10.1080/15252019.2013.826549
   Google Scholar
• Van der Heijden, H. (2004). User acceptance of hedonic information systems. MIS Quarterly, 28 (4), 695–704. https://doi.org/10.2307/25148660
   Web of Science ®Google Scholar
• Voorveld, H. A. M. (2019). Brand communication in social media: A research agenda. Journal of Advertising, 48(1), 14–26. https://doi.org/10.1080/00913367.2019.1588808
   Web of Science ®Google Scholar
• Vrontis, D., Makrides, A., Christofi, M., & Thrassou, A. (2021). Social media influencer marketing: A systematic review, integrative framework and future research agenda. International Journal of Consumer Studies, 45(4), 617–644. https://doi.org/10.1111/ijcs.12647
   Web of Science ®Google Scholar
• Wiedmann, K.-P., & von Mettenheim, W. (2021). Attractiveness, trustworthiness and expertise – social influencers’ winning formula? Journal of Product & Brand Management, 30(5), 707–725. https://doi.org/10.1108/JPBM-06-2019-2442
   Web of Science ®Google Scholar
• Yang, Y., Tang, Y., Zhang, Y., & Yang, R. (2021). Exploring the relationship between visual aesthetics and social commerce through visual information adoption unimodel. Frontiers in Psychology, 12, 1–15. https://doi.org/10.3389/fpsyg.2021.700180
   Web of Science ®Google Scholar
• Zhao, X., Lynch, J. G., Jr., & Chen, Q. (2010). Reconsidering Baron and Kenny: Myths and truths about mediation analysis. Journal of Consumer Research, 37(2), 197–206. https://doi.org/10.1086/651257
   Web of Science ®Google Scholar