IMPLEMENTATION OF ARTIFICIAL INTELLIGENCE AND DIGITAL MARKETING ON MILLENNIALS' PURCHASE INTENTION ON THE TIKTOK SHOP PLATFORM THROUGH E-WOM AS A MEDIATING VARIABLE
Abstract
This study examines the impact of Artificial Intelligence (AI) and Digital Marketing (DM) on Purchase Intention (PI) among millennial consumers on TikTok Shop, with Electronic Word-of-Mouth (e-WOM) as a mediating variable. Using Structural Equation Modeling-Partial Least Squares (SEM-PLS), this research empirically validates the relationships between AI, DM, e-WOM, and PI. The findings indicate that AI-driven personalization and DM strategies significantly influence e-WOM, which in turn enhances PI. AI applications, such as chatbots and personalized recommendations, improve consumer engagement, prompting them to share positive experiences through e-WOM. Similarly, DM strategies, including influencer marketing and interactive social media campaigns, increase consumer discussions and brand credibility, strengthening e-WOM’s role as a persuasive mechanism. The mediation analysis confirms that e-WOM serves as a crucial intermediary, bridging the gap between AI, DM, and PI. These results provide theoretical contributions by integrating AI, DM, e-WOM, and PI into a comprehensive model, highlighting their synergistic effects in social commerce environments. From a managerial perspective, businesses should prioritize AI-driven automation, targeted digital marketing, and e-WOM optimization to enhance consumer engagement and drive purchasing behavior. As social commerce evolves, leveraging technology-enhanced marketing strategies will be essential for businesses to maintain competitive advantage and consumer loyalty.
References
Badmus, O., Rajput, S., Arogundade, J. B., & Williams, M. H. (2024). AI-driven business analytics and decision making. World Journal Of Advanced Research and Reviews, 24(1), 616–633. https://doi.org/10.30574/wjarr.2024.24.1.3093
Bharti, R., Khatri, U., & Duralia, O. (2024). Examining the Role of Digital Marketing in Shaping Consumer Communication and Behavior. Deleted Journal, 1(4), 192–201. https://doi.org/10.62569/fijc.v1i4.76
Febriah, I., & Febriyantoro, M. T. (2023). The Influence Of Tiktok Live Video Streaming, Price Discounts, And Free Shipping On Purchase Decisions. https://doi.org/10.56442/pef.v1i2.305
Lesmana, T. (2024). Changes In People’s Consumption Patterns In The Digital Era: A Study On The Millennial Generation. 1(5), 107–116. https://doi.org/10.62872/zmfnr169
Lyndyuk, A., Havrylyuk, I., Tomashevskii, Y., Khirivskyi, R., & Kohut, M. (2024). The impact of artificial intelligence on marketing communications: New business opportunities and challenges. Economics of Development, 23(4), 60–71. https://doi.org/10.57111/econ/4.2024.60
Nwobodo, L. K. (2025). The Impacts of Big Data Analytics and Artificial Intelligence on Marketing Strategies. Global Journal of Economic and Finance Research., 02(01). https://doi.org/10.55677/gjefr/05-2025-vol02e1
Singh, B. (2024). Artificial Intelligence (AI) in the Digital Healthcare and Medical Industry. Advances in Healthcare Information Systems and Administration Book Series, 161–188. https://doi.org/10.4018/979-8-3693-6294-5.ch007
Sriastiti, P. A. C. J., & Mahyuni, L. P. (2024). Analysis of The Role of Tiktok Social Media as A Mediation Variable on Influence Review Influencer, Endorsement, and Brand Image on The Decision To Purchase The Originote Products In The Millennial Generation. https://doi.org/10.59888/ajosh.v3i1.418
Sudirman, N., & Nurfaisah. (2025). Digital Entrepreneurship and Business Innovation: Strategies for Indonesian SMEs in the Era of Industry 4.0. Journal of Indonesian Scholars for Social Research, 5(1), 24–34. https://doi.org/10.59065/jissr.v5i1.170
Umashankar, N., & Geethanjali, K. S. (2024). Decoding Consumer Behavior: Behavioral AI for Smarter Marketing Analytics. https://doi.org/10.31224/4155
Widjaja, J. B. C., & Hansopaheluwakan, S. (2023). The effectiveness of social media (TikTok) in improving buying decisions in millennials. 2023 International Conference on Computer Science, Information Technology and Engineering (ICCoSITE), 129–133. https://doi.org/10.1109/ICCoSITE57641.2023.10127684
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