AI-Based Personalization and Consumer Purchase Intention: Examining the Effects of Social Media Engagement and Digital Content Quality
Main Article Content
Abstract
This study examines the influence of AI-Based Personalization (ABP), Social Media Engagement (SME), and Digital Content Quality (DCQ) on students’ Purchase Intention (PI) in the context of AI-based digital marketing. The study employed a quantitative approach using explanatory research and Structural Equation Modeling-Partial Least Squares (SEM-PLS) analysis with SmartPLS. A total of 227 students from Universitas Muhammadiyah Palangkaraya were selected through purposive sampling. The measurement model evaluation indicated that all indicators were valid and reliable, with outer loading values above 0.70, Composite Reliability above 0.70, and AVE above 0.50. The structural model showed moderate predictive capability with an R-square value of 0.430 and Q²predict value of 0.384. Hypothesis testing revealed that SME positively and significantly influenced PI (β = 0.329; T = 4.610; P = 0.000), while DCQ also had a positive and significant effect on PI (β = 0.323; T = 3.931; P = 0.000). However, ABP had no significant effect on PI (β = 0.104; T = 1.312; P = 0.189). The findings indicate that social media engagement and digital content quality are more influential in increasing students’ purchase intention than AI-based personalization.
Downloads
Article Details

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
All rights reserved. This publication may be reproduced, stored in a retrieval system, or transmitted in any form or by any means, electronic, mechanical, photocopying, recording.
References
Aliyah, K. N., & Rizqiana, Z. D. (2024). The Implementation of AI and Immersive Technology in E-Commerce: The Role of Customer Engagement as a Mediating Variable. Relevance: Journal of Management and Business, 7(1), 050–063. https://doi.org/10.22515/relevance.v7i1.9124
Ambarita, M. H. D. M., & Tunjungsari, H. K. (2024). PENGARUH DIGITAL CONTENT MARKETING TERHADAP PURCHASE INTENTION PRODUK SKINCARE LOKAL DENGAN CUSTOMER LOYALTY SEBAGAI VARIABEL MEDIASI. Jurnal Manajemen Bisnis Dan Kewirausahaan, 2, 306–312.
Armada, A., Welsa, H., & Ningrum, N. K. (2025). The Influence of Ad Appeal and Competitive Pricing on Purchase Decisions with Consumer Buying Interest As An Intervening Variable in Indomie Consumers. Eduvest - Journal of Universal Studies, 5(4), 4595–4609. https://doi.org/10.59188/eduvest.v5i4.33282
Aviandita, R. Y., Febri, W., Sudirman, R., & Nadhirah, A. (2026). The Influence of Social Media Engagement on Generation Z ’ s Purchase Intention : The Mediating Role of Brand Trust General : Multidisciplinary Research Journal. 3(1), 8–20.
Deomedes, S. D. (2025). Analysis of Digital Content Service Levels on Customer Engagement and Sales Conversion in Digital Retail Businesses in Indonesia. Indonesian Journal of Economics and Management, 6(1), 46–57.
Husain, W., Rahman, S., Ibrahim, I. S., & Sulfikar, A. (2025). Revealing the Ecstasy of Communication upon using Tik Tok: A Virtual Ethnography in Palopo City, Indonesia. Profetik: Jurnal Komunikasi, 18(1), 110–127. https://doi.org/10.14421/pjk.v18i1.3117
Kharimah, S. N., & Sudarmaji, E. (2026). SOCIAL MEDIA MARKETING STRATEGY TO INCREASE PURCHASE INTENTION THROUGH BRAND TRUST AND BRAND IMAGE IN LOCAL COFFEE SHOPS ON JAVA ISLAND. JOURNAL OF MANAGEMENT Small and Medium Enterprises (SME’s), 19(1), 569–588.
Kinanding, J., & Nurrohim, H. (2024). JURISMA: Jurnal Riset Bisnis dan Manajemen Brand Awareness, Electronic Word-of-Mouth, and Viral Marketing’s Effects on Purchase Decisions. JURISMA: Jurnal Riset Bisnis Dan Manajemen, 14(April), 13–22. https://doi.org/10.34010/jurisma.v14i1.12095
Minarti, A., Rahma, A., Alam, N., & Patappari, A. (2026). GENTARA : Management And Accounting Research The Impact of Social Media Content Quality on Customer Engagement and Purchase Intentions in Micro and Small Businesses in Soppeng. 1(February), 13–20. https://doi.org/10.57093/Gentara.v1i1.18
Nafisah, Y. F., & Jannah, M. (2024). Penggunaan Media Sosial pada Generasi Z Use of Social Media in Generation Z. Character Jurnal Penelitian Psikologi, 11(02), 705–713. https://ejournal.unesa.ac.id/index.php/character/article/view/60915
Nurfaizal, Y., Hafshah, L. N., Nafisa, F. K., & Barros, A. (2026). Digital customer experience and social media marketing on purchase intention. 10(2), 148–166.
Owusu-Mensah, D., Sarfo, P. A., & Kusi, G. A. (2025). Exploring the Impact of Artificial Intelligence on Customer Experience Personalization and Marketing Strategy Optimization in Digital Marketing: An Empirical Analysis. Journal of Management and Informatics, 4(2), 822–843. https://doi.org/10.51903/jmi.v4i2.242
Rijali, N. F. (2025). Evolusi Perilaku Konsumen di Era Digital dan Implikasinya Terhadap Daya Beli Masyarakat. RIGGS: Journal of Artificial Intelligence and Digital Business, 4(3), 1381–1391. https://doi.org/10.31004/riggs.v4i3.2167
Rohman, D. T., Nurlia, Hardinata, E., & Yudha, M. N. (2024). ANALISIS DIGITAL MARKETING DAPAT MENINGKATKAN PURCHASE INTENTION PRODUK UMKM MELALUI CONTENT MARKETING DI KABUPATEN PENAJAM PASER UTARA. Journal Geoekonomi, 15(1), 401–413.
Solihin, D., Ahyani, & Aprilliani, S. (2025). Behavioral Intention to Adopt Lazada Service: Unified Theory of Acceptance and Use of Technology. Target: Jurnal Manajemen Bisnis, 7(1), 33. https://doi.org/10.30812/target.v7i1.5114
Syaharuddin, Hidayanti, N. F., Iswanto, D., Ningsih, N. H. I., & Mehmood, S. (2025). Artificial Intelligence in Personalized Marketing: Strategies for Enhancing Consumer Engagement. Advance Sustainable Science, Engineering and Technology, 7(2), 1–13. https://doi.org/10.26877/asset.v7i2.1491
Syamsir, C., & Hakim, L. (2025). THE ROLE OF PERSONALIZATION IN ENHANCING CUSTOMER LOYALTY: ANALYZING AI-DRIVEN MARKETING CAMPAIGNS. Jurnal Manajemen, Program Studi Manajemen STIE SULTAN AGUNG, 11, 254–273.
Vonezyo, Y. D. (2024). Content Marketing in Shaping Customer Engagement Through TikTok: Generation Z Male Perspective. Management, and Industry (JEMI), 07(01), 31–44. https://doi.org/10.36782/jemi.v7i1.2576
Widyayanti, E. R., Sofiati, S., & Insiatiningsih, I. (2024). Pengaruh Digital Marketing: Media Sosial Dan E-Commerce Terhadap Perilaku Pembelian Konsumen Online Di Kota Yogyakarta. Jurnal Riset Akuntansi Dan Bisnis Indonesia, 4(2), 565–590. https://doi.org/10.32477/jrabi.v4i2.1029