Abstract
Framed by the Big Five Factor Model, this study investigated how much one's personality traits and socialisation process influence purchasing intention in social networking services (SNS). This study adopted a snowball sampling method, focusing on SNS users as respondents throughout Malaysia. The data collected were then tested via structural equation modelling (CB-SEM) using AMOS. The study revealed that openness to new experiences, group norms, and social identity significantly impact SNS users’ purchase intention. This study’s discovery gives SNS developers insights into the pattern of SNS users' purchasing intentions and strengthens the socialisation process as a driver that encourages purchases among users. Recognizing the importance of the SSN, businesses should plan strategically based on the comprehension of users’ personalities. It is crucial to incorporate a basic understanding of a person’s personality and his or her reasoning for each intention and behaviour to precisely predict and interpret actions, which would enable businesses to sustainably grow towards building a competitive advantage. By understanding more about the types of personality of SNS users, practitioners, as well as society, will benefit from better decision-making capabilities.
Keywords
- Personality Traits Search this journal for Personality Traits (opens in a new tab)
- Socialization Search this journal for Socialization (opens in a new tab)
- SNS Search this journal for SNS (opens in a new tab)
- Purchase Intention Search this journal for Purchase Intention (opens in a new tab)
- Sustainability Search this journal for Sustainability (opens in a new tab)
References
- Akram, M. S., Malhotra, N., Goraya, M. A. S., Shareef, M. A., Malik, A., & Lal, B. (2022). User engagement on global social networks: Examining the roles of perceived brand globalness, identification and global identity. Technological Forecasting and Social Change, 181, 121771. DOI: https://doi.org/10.1016/j.techfore.2022.121771
- Ali, A. (2021). Understanding purchase intention for different personality traits in social networking services. e-Academia Journal, 10(2), 44-58. DOI: https://doi.org/10.24191/e-aj.v10i2.16287
- Al Kurdi, B., & Alshurideh, M. T. (2025). The effect of social media influencer traits on consumer purchasing decisions for keto products: examining the moderating influence of advertising repetition. Journal of Marketing Communications, 31(4), 422-443. Albayrak, M., & Ceylan, C. (2020). Effect of eWOM on purchase intention: meta-analysis. DOI: https://doi.org/10.1080/13527266.2023.2246043
- Albayrak, M., & Ceylan, C. (2021). Effect of eWom on purchase intention: meta-analysis. Data Technologies and Applications, 55(5), 810-840. DOI: https://doi.org/10.1108/DTA-03-2020-0068
- Al Kurdi, B., Alquqa, E. K., Al-gharaibeh, S. M., Alhyasat, K. M., Alzoubi, H. M., Alshurideh, M. T., ... & Al-Sulaiti, G. (2025). Determinants influencing consumer adoption of energy-efficient home appliances in Jordan: An empirical analysis. International Journal of Energy Economics and Policy, 15(4), 780-788.Lantos, G. P. (2015). Consumer behavior in action: Real-life applications for marketing managers. Routledge. DOI: https://doi.org/10.32479/ijeep.20110
- Anderson, J. C., & Gerbing, D. W. (1988). Structural equation modelling in practice: A review and recommended two-step approach. Psychological Bulletin, 103(3), 411. DOI: https://doi.org/10.1037/0033-2909.103.3.411
- Anindito, K., & Handarkho, Y. D. (2022). The impact of personality trait and social experience on youngsters’ intention to purchase impulsively from social commerce platforms. Young Consumers, 23(1), 53-71. DOI: https://doi.org/10.1108/YC-02-2021-1284
- Andon, N. S., & Annuar, S. N. S. (2023). The Adaptation of Social Media Marketing Activities in S-Commerce: TikTok Shop. Information Management and Business Review, 15(1 (I) SI), 176–183. DOI: https://doi.org/10.22610/imbr.v15i1(I)SI.3404
- Argo, J. J. (2020). A contemporary review of three types of social influence in consumer psychology. Consumer Psychology Review, 3(1), 126–140. DOI: https://doi.org/10.1002/arcp.1059
- Arpaci, I., Karatas, K., Kusci, I., & Al-Emran, M. (2022). Understanding the social sustainability of the Metaverse by integrating UTAUT2 and big five personality traits: A hybrid SEM-ANN approach. Technology in Society, 71, 102120. DOI: https://doi.org/10.1016/j.techsoc.2022.102120
- Attar, R. W., Shanmugam, M., & Hajli, N. (2021). Investigating the antecedents of e-commerce satisfaction in a social commerce context. British Food Journal, 123(3), 849–868. DOI: https://doi.org/10.1108/BFJ-08-2020-0755
- Awad, A., & Alharthi, B. (2025). The role of digital marketing tools in promoting. Problems and Perspectives in Management, 22(4), 163-173. DOI: https://doi.org/10.21511/ppm.22(4).2024.13
- Balathandayutham, P., & Anandanatarajan, K. (2020). Digital marketing through social networking sites (SNS): A field of digital empowerment. International Journal of Scientific and Technology Research, 9(2), 734–736.
- Bashir, T., Zhongfu, T., Sadiq, B., Anwar, A., & Naseem, A. (2023). Personality traits and their impact on continuance intention to use social networking sites to buy branded clothing. Industria Textila, 74(5), 564-571. DOI: https://doi.org/10.35530/IT.074.05.2022115
- Basuki, K., & Husni, A. N. (2022). The Effect of Digital Marketing and Brand Image on
- Belgiawan, P. F., Schmöcker, J.-D., Abou-Zeid, M., Walker, J., & Fujii, S. (2017). Modelling social norms: Case study of students’ car purchase intentions. Travel Behaviour and Society, 7, 12–25. DOI: https://doi.org/10.1016/j.tbs.2016.11.003
- Bilal, M., Jianqiu, Z., Akram, U., Tanveer, Y., Sohaib, M., & Raza, M. A. A. (2022). The role of motivational factors in determining attitude towards eWOM in social media context. In Research Anthology on Social Media Advertising and Building Consumer Relationships (pp. 283–303). IGI Global. DOI: https://doi.org/10.4018/978-1-6684-6287-4.ch017
- Binyamin, S. S., Rutter, M. J., & Smith, S. (2018). The influence of computer self-efficacy and subjective norms on the students’ use of learning management systems at King Abdulaziz University. International Journal of Information and Education Technology, 8(10). DOI: https://doi.org/10.18178/ijiet.2018.8.10.1124
- Bui, C. T., Ngo, T. T. A., Chau, H. K. L., & Tran, N. P. N. (2025). How perceived eWOM in visual form influences online purchase intention on social media: A research based on the SOR theory. Plos one, 20(7), e0328093. DOI: https://doi.org/10.1371/journal.pone.0328093
- Byrne, B. M. (2013). Structural equation modelling with Mplus: Basic concepts, applications, and programming. Routledge. DOI: https://doi.org/10.4324/9780203807644
- Cheek, J. M., & Briggs, S. R. (2013). Aspects of Identity Questionnaire (AIQ-IV). Measurement instrument database for the social science. Measurement Instrument Database for the Social Science. Http://Www. Midss. Org/Content/Aspects-Identity-Questionnaireaiq-Iv.
- Chen, W.-K., Chen, C.-W., & Lin, Y.-C. (2020). Understanding the influence of impulse buying toward consumers’ post-purchase dissonance and return intention: an empirical investigation of apparel websites. Journal of Ambient Intelligence and Humanized Computing, 1–14. DOI: https://doi.org/10.1007/s12652-020-02333-z
- Chen, X., He, J., Swanson, E., Cai, Z., & Fan, X. (2021). Big five personality traits and second language learning: A meta-analysis of 40 years’ research. Educational Psychology Review, 1– 37. DOI: https://doi.org/10.1007/s10648-021-09641-6
- Chen, Y., Cao, W., & Wang, K. (2025). Purchase intention of new energy vehicles: a comprehensive analysis considering total cost of ownership and personality traits. Transportation Research Part F: Traffic Psychology and Behaviour, 114, 701-720. DOI: https://doi.org/10.1016/j.trf.2025.06.025
- Cohen, J. (1988). Set correlation and contingency tables. Applied Psychological Measurement, 12(4), 425–434. DOI: https://doi.org/10.1177/014662168801200410
- Cohen, J. (2016). A power primer.
- Copeland, L. R., & Zhao, L. (2020). Instagram and theory of reasoned action: US consumers' influence of peers online and purchase intention. International Journal of Fashion Design, Technology and Education, 13(3), 265–279. DOI: https://doi.org/10.1080/17543266.2020.1783374
- Curras-Pérez, R., Ruiz-Mafe, C., & Sanz-Blas, S. (2014). Determinants of user behaviour and recommendation in social networks: An integrative approach from the uses and gratifications perspective. Industrial Management & Data Systems, 114(9), 1477–1498. DOI: https://doi.org/10.1108/IMDS-07-2014-0219
- D’Arco, M., Marino, V., & Resciniti, R. (2023). Exploring the pro-environmental behavioral intention of Generation Z in the tourism context: The role of injunctive social norms and personal norms. Journal of Sustainable Tourism, 1–22. DOI: https://doi.org/10.1080/09669582.2023.2171049
- Dalati, S., & Marx Gómez, J. (2018). Surveys and questionnaires. Modernizing the Academic Teaching and Research Environment: Methodologies and Cases in Business Research, 175– 186. DOI: https://doi.org/10.1007/978-3-319-74173-4_10
- De Raad, B., & Mlačić, B. (2015). Big five factor model, theory and structure. International encyclopaedia of the social & behavioral sciences, 2(2), 559-566. DOI: https://doi.org/10.1016/B978-0-08-097086-8.25066-6
- Doan, T. (2020). Factors affecting online purchase intention: A study of Vietnam online customers. Management Science Letters, 10(10), 2337–2342. DOI: https://doi.org/10.5267/j.msl.2020.3.001
- Dummanonda, T., & Nuangjamnong, C. (2021). The influence of social media advertising value on consumer behavior in renting apartment rooms in Bangkok, Thailand. International Research E-Journal on Business and Economics, 6(1), 13–27.
- Elangovan, J., Premkumar, M. D., & Yoganandan, G. (2025). Exploring the mediating role of risk aversion in the relationship between personality traits and life insurance purchase intention. International Journal of Business Excellence, 36(5), 1-26. DOI: https://doi.org/10.1504/IJBEX.2025.146552
- Farivar, S., & Wang, F. (2022). Effective influencer marketing: A social identity perspective. Journal of Retailing and Consumer Services, 67, 103026. DOI: https://doi.org/10.1016/j.jretconser.2022.103026
- Faul, F., Erdfelder, E., Buchner, A., & Lang, A. (2009). Statistical power analyses using
- G*Power 3.1: Tests for correlation and regression analyses. Behavior Research Methods, 41(4), 1149–1160. https://doi.org/10.3758/BRM.41.4.1149 DOI: https://doi.org/10.3758/BRM.41.4.1149
- Gera, N., & Agarwal, T. (2023). Antecedents of Fashion Product Purchase Intention: An Empirical Study. IUP Journal of Marketing Management, 22(2), 65–96.
- Gold, A. H., Malhotra, A., & Segars, A. H. (2001). Knowledge management : An organizational capabilities perspective. Journal of Management Information Systems, 18(1), 185–214. DOI: https://doi.org/10.1080/07421222.2001.11045669
- Grace, D., Ross, M., & Shao, W. (2015). Examining the relationship between social media characteristics and psychological dispositions. European Journal of Marketing, 49(9/10), 1366–1390. DOI: https://doi.org/10.1108/EJM-06-2014-0347
- Gvili, Y., Kol, O., & Levy, S. (2020). The value (s) of information on social network sites: The role of user personality traits. European Review of Applied Psychology, 70(2), 100511. DOI: https://doi.org/10.1016/j.erap.2019.100511
- Hadi, N. U., Abdullah, N., & Sentosa, I. (2016). An easy approach to exploratory factor analysis: Marketing perspective. Journal of Educational and Social Research, 6(1), 215.
- Hafeez, H. A., Manzoor, A., & Salman, F. (2017). Impact of social networking sites on consumer purchase intention: An analysis of restaurants in Karachi. Journal of Business Strategies, 11(1), 1–20. DOI: https://doi.org/10.29270/JBS.11.1(17).001
- Hair, J. F., Hult, G. T. M., Ringle, C. M., Sarstedt, M., & Thiele, K. O. (2017). Mirror, mirror on the wall: a comparative evaluation of composite-based structural equation modelling methods. Journal of the Academy of Marketing Science, 45, 616–632. DOI: https://doi.org/10.1007/s11747-017-0517-x
- Haslinda, H., Amran, H., & Mohd, S. Z. R. (2015). Factors Influencing Online Purchase Intention In Online Brand. International Journal of Business Management & Research (IJBMR), ISSN (P), 2249–6920.
- Hoe, L. C., & Mansori, S. (2018). The effects of product quality on customer satisfaction and loyalty: Evidence from Malaysian engineering industry. International Journal of Industrial Marketing, 3(1), 20. DOI: https://doi.org/10.5296/ijim.v3i1.13959
- Hsu, C.-L., Chuan-Chuan Lin, J., & Chiang, H.-S. (2013). The effects of blogger recommendations on customers’ online shopping intentions. Internet Research, 23(1), 69–88. https://doi.org/10.1108/BFJ-08-2020-0755 DOI: https://doi.org/10.1108/10662241311295782
- Hutter, K., Hautz, J., Dennhardt, S., & Füller, J. (2013). The impact of user interactions in social media on brand awareness and purchase intention: the case of MINI on Facebook. Journal of Product & Brand Management, 22(5/6), 342–351. DOI: https://doi.org/10.1108/JPBM-05-2013-0299
- Iqbal, M. K., Raza, A., Ahmed, F., Faraz, N. A., & Bhutta, U. S. (2021). Research on the influencing mechanism of the Big Five personality traits on customers' online purchase intention: a mediating role of trust. International Journal of Electronic Business, 16(1), 52–76. DOI: https://doi.org/10.1504/IJEB.2021.112765
- Ismael, A. S., Amin, M. B., Ali, M. J., Hajdú, Z., & Péter, B. (2025). Relationship between social media marketing and young customers’ purchase intention towards online shopping. Cogent Social Sciences, 11(1), 2459881. DOI: https://doi.org/10.1080/23311886.2025.2459881
- Ismail, S., Nair, R. K., Sham, R., & Wahab, S. N. (2018). Impacts of Online Social Media on Investment Decisions in Malaysia. Indian Journal of Public Health Research & Development, 9(11). DOI: https://doi.org/10.5958/0976-5506.2018.01627.3
- Jokisch, M. R., Schmidt, L. I., Doh, M., Marquard, M., & Wahl, H.-W. (2020). The role of internet self-efficacy, innovativeness, and technology avoidance in breadth of internet use: Comparing older technology experts and non-experts. Computers in Human Behavior, 111, 106408. DOI: https://doi.org/10.1016/j.chb.2020.106408
- Kline, R. B. (2015). Principles and practice of structural equation modelling. Guilford Publications.
- Lantos, J. D. (Ed.). (2021). The ethics of shared decision making. Oxford University Press. DOI: https://doi.org/10.1093/med/9780197598573.001.0001
- Liu, J., & Chen, J. (2025). Chatbot-aided product purchases among Generation Z: the role of personality traits. Frontiers in Psychology, 16, 1454197. DOI: https://doi.org/10.3389/fpsyg.2025.1454197
- Luqman, A., Masood, A., Weng, Q., Ali, A., & Rasheed, M. I. (2020). Enterprise social media and cyber-slacking: A Kahn's model perspective. Information Systems Management, 37(2), 94-112. doi.org DOI: https://doi.org/10.1080/10580530.2020.1732527
- Nogueira, G. P. M., de Assis Rangel, J. J., & Shimoda, E. (2021). Sustainable last-mile distribution in B2C e-commerce: Do consumers really care? Cleaner and Responsible Consumption, 3, 100021. DOI: https://doi.org/10.1016/j.clrc.2021.100021
- Nostro, A. D., Müller, V. I., Reid, A. T., & Eickhoff, S. B. (2017). Correlations between personality and brain structure: a crucial role of gender. Cerebral Cortex, 27(7), 3698–3712. DOI: https://doi.org/10.1093/cercor/bhw191
- Osei, H. V., Kwateng, K. O., & Boateng, K. A. (2022). Integration of personality trait, motivation, and UTAUT 2 to understand e-learning adoption in the era of the COVID-19 pandemic. Education and Information Technologies, 27(8), 10705–10730. DOI: https://doi.org/10.1007/s10639-022-11047-y
- Paftalika, R. B., & Hananto, A. (2018). The Uses and Gratifications Theory, Subjective Norm, and Gender in Influencing Students' Continuance Participation Intention in LinkedIn. Binus Business Review, 9(3), 207-217. DOI: https://doi.org/10.21512/bbr.v9i3.4722
- Park, J., & Chun, J. (2025). The consumer socialization process: How social media affects youth luxury consumption. Journal of Global Fashion Marketing, 16(2), 156-172. DOI: https://doi.org/10.1080/20932685.2024.2434870
- Parker, C., Scott, S., & Geddes, A. (2019). Snowball sampling. SAGE Research Methods Foundations.
- Pornsakulvanich, V. (2017). Personality, attitudes, social influences, and social networking site usage predicting online social support. Computers in Human Behavior, 76, 255–262. https://doi.org/10.1016/j.chb.2017.07.021. DOI: https://doi.org/10.1016/j.chb.2017.07.021
- Pujadas-Hostench, J., Palau-Saumell, R., Forgas-Coll, S., & Matute, J. (2019). Integrating theories to predict clothing purchase on SNS. Industrial Management & Data Systems, 119(5), 1015-1030. doi.org DOI: https://doi.org/10.1108/IMDS-10-2018-0430
- Rajendran, S. D., Wahab, S. N., Ling, Y. W., & Yun, L. S. (2018). The impact of logistics services on the e-shoppers’ satisfaction. International Journal of Supply Chain Management, 7(5), 461–469.
- Raman, A., & Hu, K. (2024). Online purchases among consumers during the COVID-19 pandemic in Malaysia. Online Journal of Communication and Media Technologies, 14(2), e202414. DOI: https://doi.org/10.30935/ojcmt/14252
- Ramnarain, Y., & Govender, K. K. (2013). Social media browsing and consumer behaviour: Exploring the youth market. African Journal of Business Management, 7(18), 1885–1893. DOI: https://doi.org/10.5897/AJBM12.1195
- Riaz, M. U., Guang, L. X., Zafar, M., Shahzad, F., Shahbaz, M., & Lateef, M. (2021). Consumers’ purchase intention and decision-making process through social networking sites: a social commerce construct. Behaviour & Information Technology, 40(1), 99–115. DOI: https://doi.org/10.1080/0144929X.2020.1846790
- Ruangkanjanases, A., Hsu, S.-L., Wu, Y. J., Chen, S.-C., & Chang, J.-Y. (2020). What drives continuance intention towards social media? Social influence and identity perspectives. Sustainability, 12(17), 7081. DOI: https://doi.org/10.3390/su12177081
- Sambe, A. H. N., Haryanto, J. O., & others. (2021). The development of social influence and aesthetics on purchase intention. Jurnal Manajemen, 25(1), 1–19. DOI: https://doi.org/10.24912/jm.v25i1.700
- Sanyal, S. N., Mazumder, R., Singh, R., & Sharma, Y. (2021). Uncertainty and affluent teenagers’ luxury buying decision: The role of avoidance-related indecisiveness. Journal of Retailing and Consumer Services, 58, 102305. DOI: https://doi.org/10.1016/j.jretconser.2020.102305
- Savulescu, R. M., & Mihalcea, A. D. (2013). Social networking sites: Guidelines for creating new business opportunities through Facebook, Twitter and LinkedIn. Management Dynamics in the Knowledge Economy, 1(1), 39–53.
- Shabankareh, M., Akbarnia, M., Hamzavi, J., Sarhadi, A., & Nahanipour, G. (2025). The effect of creative packaging on customers’ purchase intention mediated by customers’ personality traits. Journal of Global Scholars of Marketing Science, 35(4), 539-561. DOI: https://doi.org/10.1080/21639159.2025.2541690
- Shi, J., Hu, P., Lai, K. K., & Chen, G. (2018). Determinants of users’ information dissemination behavior on social networking sites: An elaboration likelihood model perspective. Internet Research, 28(2), 393–418. https://doi.org/10.1108/IntR-01-2017-0038 DOI: https://doi.org/10.1108/IntR-01-2017-0038
- Sosanuy, W., Siripipatthanakul, S., Nurittamont, W., & Phayaphrom, B. (2021). Effect of electronic word of mouth (e-WOM) and perceived value on purchase intention during the COVID-19 pandemic: the case of ready-to-eat food. International Journal of Behavioral Analytics, 1(2), 1–16.
- Supieza, R. S., Fuentes, J. N., Infiesto, A. B., Niño, G. W. J. B., & Peñalver, N. Jr. P. (2025). Big-five personality traits and spending behavior of college students. Cognizance Journal of Multidisciplinary Studies, 5(2), 288-301 DOI: https://doi.org/10.47760/cognizance.2025.v05i02.021
- Statista. (2026). Number of social media users in Malaysia 2000-2040.
- Tan, J., Shao, Y., & Li, W. (2013). To be different, or to be the same? An exploratory study of isomorphism in the cluster. Journal of Business Venturing, 28(1), 83–97. DOI: https://doi.org/10.1016/j.jbusvent.2012.02.003
- Tan, K. L., Sia, J. K. M., & Tang, D. K. H. (2022). To verify or not to verify: using partial least squares to predict the effect of online news on panic buying during the pandemic. Asia Pacific Journal of Marketing and Logistics, 34(4), 647-668. DOI: https://doi.org/10.1108/APJML-02-2021-0125
- Tran, T. P., Mai, E. S., & Taylor, E. C. (2021). Enhancing brand equity of branded mobile apps via motivations: A service-dominant logic perspective. Journal of Business Research, 125(December 2019), 239–251. https://doi.org/10.1016/j.jbusres.2020.12.029 DOI: https://doi.org/10.1016/j.jbusres.2020.12.029
- Tun, P. M. (2021). Female Users ’ Behavioral Intention to Purchase in Social Commerce through Social Networking Sites Female Users ’ Behavioral Intention to Purchase in Social Commerce through Social Networking Sites E-commerce is a revolutionary type of purchasing products. July. https://doi.org/10.22515/shirkah.v6i2.416 DOI: https://doi.org/10.22515/shirkah.v6i2.416
- Vahdat, A., Alizadeh, A., Quach, S., & Hamelin, N. (2021). Would you like to shop via mobile app technology? The technology acceptance model, social factors and purchase intention. Australasian Marketing Journal, 29(2), 187–197. DOI: https://doi.org/10.1016/j.ausmj.2020.01.002
- Wang, F., & Wang, D. (2020). Changes in residential satisfaction after home relocation: A longitudinal study in Beijing, China. Urban Studies, 57(3), 583–601. DOI: https://doi.org/10.1177/0042098019866378
- Woodley, X. M., & Lockard, M. (2016). Womanism and snowball sampling: Engaging marginalized populations in holistic research. The Qualitative Report, 21(2), 321–329. DOI: https://doi.org/10.46743/2160-3715/2016.2198
- Yang, C., Pan, S., Mahmud, J., Yang, H., & Srinivasan, P. (2015). Using personal traits for brand preference prediction. Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, 86–96. DOI: https://doi.org/10.18653/v1/D15-1009
- Yang, Y., Jensen, J. M., & Jørgensen, R. H. (2026). Green to Be Seen? The Moderating Role of Social Visibility in Personality-Driven Sustainable Purchase Intentions. In Human and Smart Marketing: Strategic Transitions in Intelligence, Sustainability, and Inclusion (pp. 163-182). Cham: Springer Nature Switzerland. DOI: https://doi.org/10.1007/978-3-032-21671-7_8
- Yeo, T. E. D. (2012). Social-media early adopters don't count: How to seed participation in interactive campaigns by psychological profiling of digital consumers. Journal of Advertising Research, 52(3), 297–308. https://doi.org/10.2501/JAR-52-3-297-308 DOI: https://doi.org/10.2501/JAR-52-3-297-308
- Zainudin, A. (2015). SEM made simple. Selangor: MPWS Rich Publication.
- Zeqiri, J., Koku, P. S. (2025). The impact of social media marketing on brand awareness, brand engagement and purchase intention in emerging economies. Marketing Intelligence & Planning DOI: https://doi.org/10.1108/MIP-06-2023-0248
- Zhang, X., & Ha, L. (2018). Are busy people more or less likely to use social networking sites (SNSs)?: Prosumption, time budget, and SNS activities. The Journal of social media in society, 7(2), 177-204.
- Zhao, X., Deng, Y., Wang, W., Cheng, H., Zhang, R., Ng, S. K., & Chua, T. S. (2025). Exploring the impact of personality traits on conversational recommender systems: A simulation with large language models. arXiv preprint arXiv:2504.12313.
Downloads
No downloads have been recorded for this article yet. Figures appear here once readers begin downloading the full text.
How to Cite
Share this article
License
Copyright (c) 2026 Dr Azrin Ali (Corresponding Author); Siti Norida Wahab, Yasmin Kamall Khan, Azlineer Sarip (Author)

This work is licensed under a Creative Commons Attribution 4.0 International License.
Author (s) should affirm that the material has not been published previously. It has not been submitted and it is not under consideration by any other journal. At the same time author (s) need to execute a publication permission agreement to assume the responsibility of the submitted content and any omissions and errors therein. After submission of revised paper in the light of suggestions of the reviewers, the editorial team edits and formats manuscripts to bring uniformity and standardization in published material.
This work will be licensed under Creative Commons Attribution 4.0 International (CC BY 4.0) and under condition of the license, users are free to read, copy, remix, transform, redistribute, download, print, search or link to the full texts of articles and even build upon their work as long as they credit the author for the original work. Moreover, as per journal policy author (s) hold and retain copyrights without any restrictions.
Keywords
- Personality Traits Search this journal for Personality Traits (opens in a new tab)
- Socialization Search this journal for Socialization (opens in a new tab)
- SNS Search this journal for SNS (opens in a new tab)
- Purchase Intention Search this journal for Purchase Intention (opens in a new tab)
- Sustainability Search this journal for Sustainability (opens in a new tab)
Section
Published
Submissions
Have research to publish? Information Management and Business Review welcomes submissions.
Make a Submission