Algorithmic Influence and Consumer Psychology in Buy-Now-Pay-Later (BNPL) Adoption: Evidence from Generation Z and Millennials in Southeast Asia

Authors

DOI:

https://doi.org/10.48161/qaj.v6n2a2248

Keywords:

Buy-Now-Pay-Later (BNPL), Social Media Algorithms, Digital Nudging, Technology Acceptance Model (TAM), Generation Z, Southeast Asia, Consumer Finance Adoption.

Abstract

The rapid diffusion of Buy-Now-Pay-Later (BNPL) services across Southeast Asia has coincided with the unprecedented expansion of social media ecosystems underpinned by data-driven algorithms. While BNPL has been framed as a tool to democratize credit access and stimulate consumption, the influence of algorithmic curation on its adoption remains underexplored in scholarly literature. This study addresses how social media algorithms influence BNPL adoption among Generation Z and Millennial in Malaysia, Singapore and Indonesia by integrating psychological mechanisms such as Fear Of Missing Out (FOMO) and impulsive buying with platform level algorithmic influence. Anchored in the Technology Acceptance Model (TAM), digital nudging theory, and the Stimulus–Organism–Response (S-O-R) framework, the study conceptualizes algorithms personalization as stimulus that indirectly shapes financial decision-making through cognitive and emotional pathways. A quantitative research design was employed, drawing survey data from 300 BNPL-exposed respondents across the three countries. Regression was used to test direct, mediating, and moderating relationships, supplemented by multiple regression analysis for robustness. Findings reveal that buying behaviors, FOMO and behavioral targeting exert strong direct effects on BNPL adoption, while algorithmic personalization operates These insights extend existing digital finance adoption frameworks by incorporating algorithmic influence as a key antecedent and highlight the dual impact of social media facilitating financial inclusion while simultaneously amplifying overspending risks. The study advances theoretical understanding of technology-mediated financial behaviors and provides actionable implications for regulators and digital lenders in Southeast Asia. It calls for enhanced algorithmic transparency, risk-based consumer education, and adaptive credit scoring models to promote responsible BNPL usage without stifling fintech innovation.

Downloads

Download data is not yet available.

References

Saadi Rahdi, M., Zamani Boroujeni, F., Abdulhassan, A., Akbari Kopayei, M., & Mohebbi, K. (2025). Enhancing recommendation systems with autoencoder-SVD and transformer-based summarization: A sentiment-aware approach using GPT-2 and VADER. Qubahan Academic Journal, 5(4), 466–492.

Asian Banking & Finance. (2024). Southeast Asia’s BNPL market to reach $53.2b by 2027.

The Digital Banker. (2024). BNPL market in SEA set to exceed 50 Bn USD by 2027.

Jabbarli, A. (2025). How TikTok tools influence Gen Z and Millennials’ emotions and attitudes: Their role in impulsive buying and brand loyalty.

Khan, M. F., Talmoudi, R., Billah, U. I., & Khan, H. R. (2025). Determinants of self-actualization among Gen Z: The mediating role of digital literacy. Qubahan Academic Journal, 5(4), 103–117.

Tan, G. K. S. (2022). Buy what you want, today! Platform ecologies of ‘buy now, pay later’ services in Singapore. Transactions of the Institute of British Geographers, 47(4), 912–926.

Pakpahan, D. R., Handayani, C., & Sanjaya, M. (2024). The effect of fintech payment and financial literacy on impulsive buying of college students in Medan City. Journal of Finance Integration and Business Independence, 1(1), 20–29.

Shrivastava, V. (2023). Skilled resilience: Revitalizing Asian American and Pacific Islander entrepreneurship through AI-driven social media marketing techniques. SSRN.

Rana, V., & Khalid, G. (2025). Artificial intelligence (AI) and South Asian economies: Navigating opportunities and facing challenges. In South Asian Economic Development in the Era of Global Turbulence (pp. 145–157). Routledge.

Schmauder, C., Karpus, J., Moll, M., Bahrami, B., & Deroy, O. (2023). Algorithmic nudging: The need for an interdisciplinary oversight. Topoi, 42(3), 799–807.

Mat, A., Thay, N. I., Suhaimi, N. F. N. A., Zainudin, N. A. S., Azhar, N. A. Z., Norli, P. M., & Munir, Z. A. (n.d.). Buy now, pay later: Understanding BNPL trends among generation Z.

Hoo, W. C., Khee, K. H., Wolor, C. W., Teck, T. S., & Toh, J. S. (2025). Determinants of intention to use Buy Now Pay Later (BNPL). Journal of Lifestyle and SDGs Review, 5(1), e02698.

Situmorang, S. H. (2023). Mobile payment: Trends in the digital shopping behavior of the millennial generation. In Digital Transformation for Business and Society (pp. 196–217). Routledge.

Ling, C. Z. (2024). Investigating the moderating influences of cultural identity and individual personality on online consumer credit adoption in Malaysia (Doctoral dissertation, Universiti Tunku Abdul Rahman).

Bian, W., Cong, L. W., & Ji, Y. (2023). The rise of e-wallets and buy-now-pay-later: Payment competition, credit expansion, and consumer behavior. National Bureau of Economic Research Working Paper No. 31202.

Cervellati, E. M., Filotto, U., Sgrulletti, D., & Stella, G. P. (2025). Buy now, pay later consumer credit behavior: Impacts on financing decisions. Qualitative Research in Financial Markets.

PMC (US National Library of Medicine). (2024). Study on emotional arousal and impulse buying via Shopee videos.

Adawiyah, S. R., Purwandari, B., Eitiveni, I., & Purwaningsih, E. H. (2024). The influence of AI and AR technology in personalized recommendations on customer usage intention: A case study of cosmetic products on Shopee. Applied Sciences, 14(13), 5786.

Poleac, G., & Ghergut-Babii, A. N. (2024). How social media algorithms influence the way users decide: Perspectives of social media users and practitioners. Technium Social Sciences Journal, 57, 69.

Alam, S., Susbiyantoro, S., Yuwantiningrum, S. E., Suwastika, I. W. K., & Muhdaliha, E. (2024). The influence of social media algorithms on consumer behavior: A strategic analysis for brand positioning. The Journal of Academic Science, 1(7), 832–841.

Leal, C. C., & Oliveira, B. (2024). Nudging financial behavior in the age of artificial intelligence. In Artificial Intelligence in Production Engineering and Management (pp. 115–144). Woodhead Publishing.

Yuwono, W., Juviyanty, J., & Nainggolan, F. (2023). The phenomenon of compulsive buying behavior due to the rise of fintech lending among Indonesian Millennials. JMBI UNSRAT, 10(3), 2030–2047.

Hussain, S., Raza, A., Haider, A., & Ishaq, M. I. (2023). Fear of missing out and compulsive buying behavior: The moderating role of mindfulness. Journal of Retailing and Consumer Services, 75, 103512.

Bekman, M. (2022). The effect of FoMO (Fear of Missing Out) on purchasing behavior in public relations practices. Selçuk İletişim, 15(2), 528–557.

Tansuchat, P., & Thaicharo, Y. (2025). Cognitive biases and investment choices: Exploring the psychological determinants of financial decision-making in Thailand. Journal of Business and Economic Options, 8(1), 43–60.

Salam, K. N., Singkeruang, A. W. T. F., Husni, M. F., Baharuddin, B., & AR, D. P. (2024). Gen-Z marketing strategies: Understanding consumer preferences and building sustainable relationships. Golden Ratio of Mapping Idea and Literature Format, 4(1), 53–77.

Israfilzade, K., & Guliyeva, N. (2023). Cross-generational impacts of digital remarketing: An examination of purchasing behaviors among Generation Z and Generation Y. Futurity Economics & Law, 3(2), 96–117.

Kiran, D., Nagar, S., & Singh, I. (2024). Unlocking market potential: The intersection of buy now pay later, digitalization, and marketing strategies. In Proceedings of the 2024 International Conference on Sustainable Computing and Integrated Communication in Changing Landscape of AI (ICSCAI) (pp. 1–8). IEEE.

Bagniewski, B., Kubiczek, J., & Żuchowska, ZF. (2024). BNPL in the consumerism world: About the excessive debt trap.

Wee, L. L. M., & Goy, S. C. (2022). The effects of ethnicity, gender and parental financial socialization on financial knowledge among Gen Z and Millennials: The case of Sarawak, Malaysia. International Journal of Social Economics, 49(9), 1349–1367.

Shafee, N. B., Mohamed, Z. S. S., Suhaimi, S., Hashim, H., & Mohd, S. N. H. (2023). Credit card and compulsive buying behavior among Generation Z and Millennials in Malaysia. In International Conference on Business and Technology (pp. 213–222). Springer.

Windarsari, W. R. (2025). AI-personalized ads and Indonesian adolescents’ buying decisions. Journal Management & Economics Review (JUMPER), 2(7), 221–226.

Mappadang, A., Hendryadi, H., Yoewono, H., Elizabeth, E., & Fitriawati, R. (2025). The God locus of financial control, impulsive use of buy-now-pay-later service, and subjective financial well-being among accounting students. Cogent Social Sciences, 11(1), 2474192.

Ajzen, I. (1991). The theory of planned behavior. Organizational Behavior and Human Decision Processes, 50(2), 179–211.

Kumar, A., Salo, J., & Bezawada, R. (2024). The effects of buy now, pay later (BNPL) on customers’ online purchase behavior. Journal of Retailing, 100(4), 602–617.

Liu, H., De Costa, M. F. S. D. C. B. M. F., Yasin, M. A. L. B., & Ruan, Q. (2025). A studFy on how social media influences impulsive buying. Expert Systems, 42(1), e13448.

El Sayed, A., Wu, H., & Fung, C. M. (2022). Impulsive buying behavior on BNPL services.

Nunnally, J. C., & Bernstein, I. H. (1994). Psychometric theory (3rd ed.). McGraw-Hill.

Akana, T. (2022). Buy now, pay later: Survey evidence of consumer adoption and attitudes. No. June.

Gebeyehu, F., & Mavridis, A. (2023). Buy now, pay later: Assessing the financial and behavioral implications for Gen-Z consumers in the USA.

Ali, S. M. S. (2025). Cognitive biases in digital decision making: How consumers navigate information overload (consumer behavior). Advances in Consumer Research, 2, 168–177.

Published

2026-06-19

How to Cite

Ah Chan, A. H., Beleya, P., Murugesu, K., Airawaty, D., & Salehi, S. (2026). Algorithmic Influence and Consumer Psychology in Buy-Now-Pay-Later (BNPL) Adoption: Evidence from Generation Z and Millennials in Southeast Asia. Qubahan Academic Journal, 6(2), 631–648. https://doi.org/10.48161/qaj.v6n2a2248

Issue

Section

Articles