Trust as the Engine of Influence: A Source-Credibility and Parasocial-Interaction Study of Social Media Influencers, Consumer Trust, and Purchase Behaviour
DOI:
https://doi.org/10.62843/jssr.v6i4.755Keywords:
Social Media Influencers, Consumer Trust, Purchase Behaviour, Source Credibility, Parasocial Interaction, Authenticity, EngagementAbstract
Social media influencers (SMIs) have now evolved as a pivotal player in digital marketing but the influence on consumer trust and buying behavior is only partially understood. This study focuses on the relationship between perceived engagement and authenticity of influencers and their trust and through trust, purchase behaviour, based on the theories of Source Credibility Theory and Parasocial Interaction Theory. The data collected were analysed in SPSS with reliability analysis, Pearson correlation, and three simple linear regressions, as well as an approximate indirect-effect test, using 81 active social media users aged between 18 and 45. Purchase behaviour was significantly predicted by trust, and an approximate Sobel test showed that part of the association between engagement and purchase behaviour was explained by the association between engagement and trust, suggesting that engagement affected purchase behaviour directly and indirectly via trust, in a dual-pathway model.Trust significantly predicted purchase behaviour and engagement and authenticity strongly predicted both trust and purchase behaviour, as an approximate Sobel test indicated that engagement was a direct influence on purchase behaviour, and an indirect influence via trust. Interestingly, the mean score for all three constructs was below the scale mid-line, indicating that even active users are still wary of the content from influencers. The study provides a consumer-focused perspective on digital persuasion, and managerial recommendations for establishing trust in the context of an integrated, collaborative approach that is authentic and transparent, while recognizing the constraints of a small convenience sample and correlational design.
References
Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211. https://doi.org/10.1016/0749-5978(91)90020-T
Al-Hasan, A. (2024). Influencer storefronts: Impact of social media advertising disclosures on purchases. Journal of Systems and Information Technology, 26(3), 418–446. https://doi.org/10.1108/JSIT-09-2023-0205
Audrezet, A., de Kerviler, G., & Guidry Moulard, J. (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
Baron, R. M., & Kenny, D. A. (1986). The moderator–mediator variable distinction in social psychological research: Conceptual, strategic, and statistical considerations. Journal of Personality and Social Psychology, 51(6), 1173–1182. https://doi.org/10.1037/0022-3514.51.6.1173
Bevan-Dye, A. L. (2024). Perceived value and purchase influence of YouTube beauty vlog content amongst Generation Y female consumers. Human Behavior and Emerging Technologies, 2024, Article 1455264. https://doi.org/10.1155/2024/1455264
British Psychological Society. (2018). Code of ethics and conduct. British Psychological Society.
Casaló, L. V., Flavián, C., & Ibáñez-Sánchez, S. (2020). 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
Chen, J., Zhang, Y., Cai, H., Liu, L., Liao, M., & Fang, J. (2024). A comprehensive overview of micro-influencer marketing: Decoding the current landscape, impacts, and trends. Behavioral Sciences, 14(3), 243.
Chiu, Y.-J., Hong, L.-S., Song, S.-R., & Cheng, Y.-C. (2024). Unveiling the dynamics of consumer attention: A two-stage hybrid MCDM analysis of key factors and interrelationships in influencer marketing. Mathematics, 12(7), 981. https://doi.org/10.3390/math12070981
Chu, X., Liu, Y., Chen, X., Ding, Z., & Tao, S. (2022). What motivates consumer to engage in microblogs? The roles of brand post characteristics and brand prestige. Electronic Commerce Research, 22(2), 451–483. https://doi.org/10.1007/s10660-020-09435-y
Clark, T., Foster, L., Sloan, L., & Bryman, A. (2021). Bryman’s social research methods (6th ed.). Oxford University Press.
Colucci, M., & Pedroni, M. (2022). Got to be real: An investigation into the co-fabrication of authenticity by fashion companies and digital influencers. Journal of Consumer Culture, 22(4), 929–948. https://doi.org/10.1177/14695405211033665
Crespo, C. F., & Tille, M. (2024). Examining the role of perceived source credibility on social media influencer’s ascribed opinion leadership. Journal of International Consumer Marketing, 36(3), 208–223. https://doi.org/10.1080/08961530.2023.2255379
Creswell, J. W., & Creswell, J. D. (2022). Research design: Qualitative, quantitative, and mixed methods approaches (6th ed.). SAGE Publications.
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
Djafarova, E., & Geere, L. (2023). Exploring the perceived online review credibility and management response influence on purchase intention. Journal of Information Technology Management, 15(2), 92–115. https://doi.org/10.22059/jitm.2022.333297.2956
Evans, J. R., & Mathur, A. (2018). The value of online surveys: A look back and a look ahead. Internet Research, 28(4), 854–887.
Ferraro, C., Sands, S., Zubcevic-Basic, N., & Campbell, C. (2024). Diversity in the digital age: How consumers respond to diverse virtual influencers. International Journal of Advertising, 43(8), 1342–1365. https://doi.org/10.1080/02650487.2023.2300927
Gonçalves, M. J. A., Oliveira, A., Abreu, A., & Mesquita, A. (2024). Social networks and digital influencers in the online purchasing decision process. Information, 15(10), 601. https://doi.org/10.3390/info15100601
Guo, F., Li, J., Ye, G., Zhang, Z., & Chen, J. (2024). Advertising disclosure in sponsored vlogs: An eye-tracking study on the effects of disclosure timing and the moderating role of disclosure type. Chinese Journal of Communication, 17(1), 78–97. https://doi.org/10.1080/17544750.2023.2169837
Hair, J. F., & Alamer, A. (2022). Partial least squares structural equation modeling (PLS-SEM) in second language and education research: Guidelines using an applied example. Research Methods in Applied Linguistics, 1(3), 100027. https://doi.org/10.1016/j.rmal.2022.100027
Han, J., & Balabanis, G. (2024). Meta-analysis of social media influencer impact: Key antecedents and theoretical foundations. Psychology & Marketing, 41(2), 394–426. https://doi.org/10.1002/mar.21927
Harff, D., & Schmuck, D. (2024). Is authenticity key? Mobilization by social media influencers versus celebrities and young people’s political participation. Psychology & Marketing, 41(11), 2757–2771. https://doi.org/10.1002/mar.22082
Horng, J.-S., Liu, C.-H., Chou, S.-F., Yue, T.-Y., & Hu, D.-C. (2024). Role of social media influencers on marketing of sustainable hotels: Gratification and the parasocial interaction perspective. Journal of Hospitality Marketing & Management, 33(6), 735–762. https://doi.org/10.1080/19368623.2024.2315947
Horton, D., & Wohl, R. R. (1956). Mass communication and para-social interaction: Observations on intimacy at a distance. Psychiatry, 19(3), 215–229. https://doi.org/10.1080/00332747.1956.11023049
Hudders, L., & Lou, C. (2023). The rosy world of influencer marketing? Its bright and dark sides, and future research recommendations. International Journal of Advertising, 42(1), 151–161. https://doi.org/10.1080/02650487.2022.2137318
Hughes, C., Swaminathan, V., & Brooks, G. (2019). Driving brand engagement through online social influencers: An empirical investigation of sponsored blogging campaigns. Journal of Marketing, 83(5), 78–96. https://doi.org/10.1177/0022242919854374
Janssen, L., Schouten, A. P., & Croes, E. A. J. (2022). Influencer advertising on Instagram: Product-influencer fit and number of followers affect advertising outcomes and influencer evaluations via credibility and identification. International Journal of Advertising, 41(1), 101–127. https://doi.org/10.1080/02650487.2021.1994205
Jin, S. V., Muqaddam, A., & Ryu, E. (2021). I trust what she’s #endorsing on Instagram: Moderating effects of parasocial interaction and social presence in fashion influencer marketing. Journal of Fashion Marketing and Management: An International Journal, 25(4), 665–681. https://doi.org/10.1108/JFMM-04-2020-0059
Khan, A., Khan, Z., & Nabi, M. K. (2024). “I think exactly the same”—Trust in SMIs and online purchase intention: A moderation mediation analysis using PLS-SEM. Journal of Advances in Management Research, 21(2), 311–330. https://doi.org/10.1108/JAMR-03-2023-0087
Khurana, T., Pannu, S., & Dalal, G. (2024). Social media influencer marketing: Building a deeper understanding through bibliometric analysis. Vision. https://doi.org/10.1177/09722629231225567
Kim, J., Kim, M., & Lee, S.-M. (2025). Unlocking trust dynamics: An exploration of playfulness, expertise, and consumer behavior in virtual influencer marketing. International Journal of Human–Computer Interaction, 41(1), 378–390. https://doi.org/10.1080/10447318.2023.2300018
Kunert, A. N. (2023). The authenticity imperative—Towards building long-term relationships with social media influencers in the digital age [Master’s thesis, Lund University]. Lund University Publications.
Lee, J., Walter, N., Hayes, J. L., & Golan, G. J. (2024). Do influencers influence? A meta-analytic comparison of celebrities and social media influencers’ effects. Social Media + Society, 10(3). https://doi.org/10.1177/20563051241269269
Liu, X., & Zhao, H. (2025). A meta-analysis of the effects of sponsorship disclosure in influencer marketing. Marketing Letters, 36(3), 519–532. https://doi.org/10.1007/s11002-024-09757-z
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
Mrisha, S. H., & Xixiang, S. (2024). The power of influence: How social media influencers are shaping consumer decision making in the digital age. Journal of Consumer Behaviour, 23(4), 1844–1853. https://doi.org/10.1002/cb.2308
Mulholland, S., Lang, B., Lee, M., & Bentham, C. (2025). How mega- and micro-influencers strategically manage authenticity: Exploring influencer types and content differences based on social network theory. Journal of Advertising Research, 65(1), 78–94. https://doi.org/10.1080/00218499.2025.2464299
Nunan, D., Birks, D. F., & Malhotra, N. K. (2020). Marketing research: Applied insight (6th ed.). Pearson Education.
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
Ouvrein, G. (2025). Followers, fans, friends, or haters? A typology of the online interactions and relationships between social media influencers and their audiences based on a social capital framework. New Media & Society, 27(10), 5659–5690. https://doi.org/10.1177/14614448241253770
Pan, M., Blut, M., Ghiassaleh, A., & Lee, Z. W. Y. (2025). Influencer marketing effectiveness: A meta-analytic review. Journal of the Academy of Marketing Science, 53, 52–78. https://doi.org/10.1007/s11747-024-01052-7
Park, M., Paeng, H., & Shin, J. (2024). Factors influencing product attitudes in YouTube mukbang channels: Moderating effect of gender. The Journal of Internet Electronic Commerce Research, 24(6), 53–70. https://doi.org/10.37272/JIECR.2024.12.24.6.53
Pramesthi, H. K., Prasetyo, B. D., & Safitri, R. (2024). Rivalry of celebrity and influencer endorsement for advertising effectiveness. Bricolage: Jurnal Magister Ilmu Komunikasi, 10(1), 79–92.
Qureshi, M. A., Shahzadi, S., & Hussain, T. (2024). Exploring the role of influencers’ perceived fraud between influencers’ credibility and consumer purchase intentions. International Journal of Professional Business Review, 9(1), e04313. https://doi.org/10.26668/businessreview/2024.v9i1.4313
Ruangwanit, N., & Thongmak, M. (2026). Instagram’s luxury alchemy: Unveiling influencer sorcery in elevating perceived product quality for high-end brands. EuroMed Journal of Business, 21(2), 607–634. https://doi.org/10.1108/EMJB-08-2024-0197
Saunders, M., Lewis, P., & Thornhill, A. (2021). Research methods for business students (9th ed.). Pearson.
Shamim, K., & Azam, M. (2024). The power of social media influencers: Unveiling the impact on consumers’ impulse buying behaviour. Humanities and Social Sciences Communications, 11, 1461. https://doi.org/10.1057/s41599-024-03796-7
Shen, P., Nie, X., & Tong, C. (2025). Does disclosing commercial intention benefit brands? Mediating role of perceived manipulative intent and perceived authenticity in influencer hidden advertising. Journal of Research in Interactive Marketing, 19(4), 673–693. https://doi.org/10.1108/JRIM-01-2024-0052
Sokolova, K., & Perez, C. (2021). You follow fitness influencers on YouTube. But do you actually exercise? How parasocial relationships, and watching fitness influencers, relate to intentions to exercise. Journal of Retailing and Consumer Services, 58, 102276. https://doi.org/10.1016/j.jretconser.2020.102276
Statista. (2024). Number of social media users worldwide from 2017 to 2028. Statista.
Tavakol, M., & Dennick, R. (2011). Making sense of Cronbach’s alpha. International Journal of Medical Education, 2, 53–55. https://doi.org/10.5116/ijme.4dfb.8dfd
Tian, S., & Li, J.-Y. (2022). Effects of celebrity, social media influencer, and peer endorsements on consumer responses toward a celebrity-owned brand: The role of source credibility and congruency. International Journal of Internet Marketing and Advertising, 17(1/2), 133–161. https://doi.org/10.1504/IJIMA.2022.125146
Tran, P. D., Le, T. D., Nguyen, N. P., & Nguyen, U. T. (2024). The impact of source characteristics and parasocial relationship on electronic word-of-mouth influence: The moderating role of brand credibility. Asia Pacific Journal of Marketing and Logistics, 36(11), 2813–2830. https://doi.org/10.1108/APJML-02-2024-0170
van der Harst, J. P., & Angelopoulos, S. (2024). Less is more: Engagement with the content of social media influencers. Journal of Business Research, 181, 114746. https://doi.org/10.1016/j.jbusres.2024.114746
Velazquez-Solis, P., Ibarra-Esquer, J. E., Astorga-Vargas, M., Flores-Rios, B. L., Carrillo-Beltrán, M., & Pacheco, I. A. G. (2023). A regression model for analysis of user engagement on Facebook fan page for scientific dissemination content. Programming and Computer Software, 49(8), 832–841. https://doi.org/10.1134/S036176882308025X
Wang, L., & Lee, J. H. (2021). The impact of K-beauty social media influencers, sponsorship, and product exposure on consumer acceptance of new products. Fashion and Textiles, 8, 15. https://doi.org/10.1186/s40691-020-00239-0
Wang, L., Li, X., Wang, D., & Zhu, J. (2024). Influence of social media fitness influencers’ credibility on users’ physical activity intentions. Digital Health, 10, 20552076241302016. https://doi.org/10.1177/20552076241302016
Wang, R. (2024). Influence of the fit between elements in livestreaming shopping on consumers’ purchase intention: A dual-processing fluency perspective. Telematics and Informatics Reports, 13, 100123. https://doi.org/10.1016/j.teler.2024.100123
Wei, X., Chen, H., Ramirez, A., Jeon, Y., & Sun, Y. (2022). Influencers as endorsers and followers as consumers: Exploring the role of parasocial relationship, congruence, and followers’ identifications on consumer–brand engagement. Journal of Interactive Advertising, 22(3), 269–288. https://doi.org/10.1080/15252019.2022.2116963
Yahya, A., & Çınar, N. (2024). Revealing the hidden: The effect of advertisement disclosure on heavy and light Instagram users’ influencer avoidance. Journal of Marketing Communications. https://doi.org/10.1080/13527266.2024.2413919
Zeqiri, J., Koku, P. S., Dobre, C., Milovan, A.-M., Hasani, V. V., & Paientko, T. (2025). The impact of social media marketing on brand awareness, brand engagement and purchase intention in emerging economies. Marketing Intelligence & Planning, 43(1), 28–49. https://doi.org/10.1108/MIP-06-2023-0248
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