Regional Heterogeneity in Live Streaming Shopee: Examining the Effects of Scarcity Messages on Impulsive Buying Through FOMO

Authors

  • Zaky Mubarak Universitas Sultan Ageng Tirtayasa, Serang, Indonesia Author https://orcid.org/0009-0001-2736-5988
  • Agus David Ramdansyah Universitas Sultan Ageng Tirtayasa, Serang, Indonesia Author
  • Yanto Azie Setya Universitas Sultan Ageng Tirtayasa, Serang, Indonesia Author

DOI:

https://doi.org/10.60036/jt8df989

Keywords:

Live Streaming Commerce, S-O-R Framework, Impulse Buying, Scarcity Messages, Fear of Missing Out (FOMO), Regional Heterogeneity, PLS-SEM

Abstract

The global live streaming commerce (LSC) ecosystem is persistently marked by a "conversion paradox," wherein elevated audience engagement fails to materialize into stable transaction volumes. Although the Stimulus-Organism-Response (S-O-R) framework constitutes the dominant theoretical scaffold for impulsive buying research, its empirical performance within the Indonesian market remains volatile, with prior studies yielding contradictory evidence on the efficacy of scarcity messaging  a fragmentation attributable, in part, to the systematic neglect of intra-national market heterogeneity. Addressing this gap, the present study introduces geographic region  specifically the Java versus Non-Java dichotomy as an empirically validated structural boundary condition within the S-O-R framework, representing one of the earliest empirical efforts to operationalize intra-national digital market segmentation as a theoretically grounded moderator within the LSC literature. A cross-sectional survey of 370 Shopee Live users (Java: n=247; Non-Java: n=123) was analyzed using PLS-SEM, with measurement equivalence and inter-group structural comparisons rigorously established through MICOM and Permutation-Based MGA. Results reveal substantive regional heterogeneity: in the Java segment, scarcity messages exert both direct and FOMO-mediated effects on impulsive buying, whereas in Non-Java, the influence operates almost exclusively through affective FOMO arousal. MGA confirms statistically significant structural path differences (p < 0.05), demonstrating that regional socio-digital context functions as a substantive moderator of consumer decision heuristics. These findings advance the S-O-R paradigm by repositioning it from a universalist model toward a context-contingent theoretical architecture, with practical mandates for regionally calibrated e-commerce strategies direct scarcity cues in digitally mature markets and narrative-driven FOMO cultivation in emerging segments. The study is bounded by its single-platform scope (Shopee Live), a cross-sectional design that precludes causal inference, and a binary regional classification that, while theoretically grounded, necessarily simplifies Indonesia's broader socio-digital continuum.

References

Aggarwal, P., Jun, S. Y., & Huh, J. H. (2011). Scarcity messages: A consumer competition perspective. Journal of Advertising, 40(3), 19–30. https://doi.org/10.2753/JOA0091-3367400302

Amasuba, A. O., & Apriani, A. (2024). The dynamics of impulse buying: Exploring the impact of price discounts, time pressure, easy of transaction and price perception on Shopee Live. Dinasti International Journal of Economics, Finance & Accounting, 5(5), 4888–4896. https://doi.org/10.38035/dijefa.v5i5

Cengiz, H., & Şenel, M. (2024). The effect of perceived scarcity on impulse-buying tendencies in a fast fashion context: A mediating and multigroup analysis. Journal of Fashion Marketing and Management: An International Journal, 28(3), 405–425. https://doi.org/10.1108/JFMM-03-2023-0082

Cheah, J.-H., & Hair, J. F. (2025). Explaining and predicting new retail market and consumer behavior habits using partial least squares structural equation modeling (PLS-SEM). Journal of Retailing and Consumer Services, 87, 104446. https://doi.org/10.1016/j.jretconser.2025.104446

Chetioui, Y., & El Bouzidi, L. (2023). An investigation of the nexus between online impulsive buying and cognitive dissonance among Gen Z shoppers: Are female shoppers different? Young Consumers, 24(4), 406–426. https://doi.org/10.1108/YC-06-2022-1548

Creswell, J. W., & Creswell, J. D. (2018). Research design: Qualitative, quantitative, and mixed methods approaches (5th ed.). SAGE Publications.

Djamhari, S. I., Mustika, M. D., Sjabadhyni, B., & Ndaru, A. R. P. (2024). Impulsive buying in the digital age: Investigating the dynamics of sales promotion, FOMO, and digital payment methods. Cogent Business & Management, 11(1), 2419484. https://doi.org/10.1080/23311975.2024.2419484

Feng, Z., Al Mamun, A., Masukujjaman, M., Wu, M., & Yang, Q. (2024). Impulse buying behavior during livestreaming: Moderating effects of scarcity persuasion and price perception. Heliyon, 10(6), e28347. https://doi.org/10.1016/j.heliyon.2024.e28347

Gao, M. (2023). Exploring impulse buying in live stream shopping: A balanced framework (Doctoral dissertation, University of Macau).

Goetha, S., Niha, S. S., & Fallo, A. (2024). Scarcity and live commerce effects on impulse buying: Competitive arousal in Kupang e-commerce. Jurnal Ilmiah Manajemen dan Bisnis, 9(1), 45–55. https://doi.org/10.38043/jimb.v9i1.5547

Hair, J. F., Jr., Hult, G. T. M., Ringle, C. M., Sarstedt, M., Danks, N. P., & Ray, S. (2021). Partial least squares structural equation modeling (PLS-SEM) using R: A workbook. Springer. https://doi.org/10.1007/978-3-030-80519-7

Hao, S., & Huang, L. (2025). The persuasive effects of scarcity messages on impulsive buying in live-streaming e-commerce: The moderating role of time scarcity. Asia Pacific Journal of Marketing and Logistics, 37(2), 441–459. https://doi.org/10.1108/APJML-03-2024-0269

Ho, K. H., Yapp, E. H. T., & Puasa, S. (2022). Factors influencing impulsive buying in live streaming: A conceptual framework. Global Business and Management Research: An International Journal, 14(3s), 90–99.

Karimi Alavijeh, M. R., & Golestani, M. (2022). Investigating the effect of scarcity messages on impulsive buying motivation and impulsive buying behavior of tourists when booking online (Moderating role of travel experience). Tourism Management Studies, 17(57), 9–45. https://doi.org/10.22054/tms.2022.64989.2651

Kaur, K., & Sharma, T. (2024). Impulse buying in the digital age: An exploration using systematic literature review approach. Journal of Consumer Behaviour, 23(5), 2553–2584. https://doi.org/10.1002/cb.2360

Khetarpal, M., & Singh, S. (2024). “Limited time offer”: Impact of time scarcity messages on consumer's impulse purchase. Journal of Promotion Management, 30(2), 282–301. https://doi.org/10.1080/10496491.2023.2253228

Lee, C.-H., & Chen, C.-W. (2021). Impulse buying behaviors in live streaming commerce based on the stimulus-organism-response framework. Information, 12(6), 241. https://doi.org/10.3390/info12060241

Li, K., Ji, C., Prentice, C., Sthapit, E., & He, Q. (2025). Unveiling the myth: How streamer attractiveness drives impulse buying in live streaming. Services Marketing Quarterly, 46(1–2), 1–26. https://doi.org/10.1080/15332969.2025.2478732

Lin, S.-C., Tseng, H.-T., Shirazi, F., Hajli, N., & Tsai, P.-T. (2023). Exploring factors influencing impulse buying in live streaming shopping: A stimulus-organism-response (SOR) perspective. Asia Pacific Journal of Marketing and Logistics, 35(6), 1383–1403. https://doi.org/10.1108/APJML-12-2021-0903

Mittal, S., Sondhi, N., & Chawla, D. (2017). Process of impulse buying: A qualitative exploration. Global Business Review, 19(1), 131–146. https://doi.org/10.1177/0972150917713368

Mubarak, Z. (2026). The trigger of urgency: Analyzing scarcity messages and impulsive buying through the lens of FOMO in the Java region livestreaming. Journal of Contemporary Management Research, 1(1), 1–6.

Rahma, A. E. D., & Utami, C. W. (2025). The influence of hedonic consumption tendency and scarcity message on impulsive buying mediated by positive emotions. Indonesian Journal of Business and Entrepreneurship, 11(1), 199–211. https://doi.org/10.17358/ijbe.11.1.199

Rahmandani, S. A., & Rahmidani, R. (2025). Pengaruh scarcity message dan shopping enjoyment terhadap impulse buying melalui fear of missing out (FoMO) sebagai variabel intervening studi pada konsumen live streaming Shopee di Kota Padang. Sibatik Journal, 4(6), 981–1000. https://doi.org/10.54443/sibatik.v4i6.2802

Sekaran, U., & Bougie, R. (2016). Research methods for business: A skill-building approach (7th ed.). Wiley.

Sun, Y., & Bao, Z. (2023). Live streaming commerce: A compulsive buying perspective. Management Decision, 61(11), 3278–3294. https://doi.org/10.1108/MD-10-2022-1461

Tang, X., Shao, F., & Zhang, Y. (2025). The effect of product scarcity appeals on consumers' impulse buying intentions. Current Psychology. https://doi.org/10.1007/s12144-025-08251-7

Tran, M. D., Ta, K. P., Luu, H. T., Ta, N. B. T., Vo, M. Y. N., & Pham, A. S. (2025). Effect of KOLs' persuasiveness on impulsive buying behaviors: Live streaming commerce. Cogent Business & Management, 12(1), 2476709. https://doi.org/10.1080/23311975.2025.2476709

Wu, Y., Xin, L., Li, D., Yu, J., & Guo, J. (2021). How does scarcity promotion lead to impulse purchase in the online market? A field experiment. Information & Management, 58(1), 103283. https://doi.org/10.1016/j.im.2020.103283

Yang, F., Tang, J., Men, J., & Zheng, X. (2021). Consumer perceived value and impulse buying behavior on mobile commerce: The moderating effect of social influence. Journal of Retailing and Consumer Services, 63, 102683. https://doi.org/10.1016/j.jretconser.2021.102683

Zhang, J., Jiang, N., Turner, J. J., & Pahlevan-Sharif, S. (2022). The impact of scarcity on consumers' impulse buying based on the S-O-R theory. Frontiers in Psychology, 13, 792419. https://doi.org/10.3389/fpsyg.2022.792419

Zhang, X., & Rosli, N. (2025). FOMO, social validation and impulse buying in live streaming e-commerce. Journal of Ecohumanism, 4(1), 4049–4063. https://doi.org/10.62754/joc.v4i1.6278

Zhang, Z., Jiménez, F. R., & Cicala, J. E. (2020). Fear of missing out scale: A self-concept perspective. Psychology & Marketing, 37(11), 1619–1634. https://doi.org/10.1002/mar.21406

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Published

2026-06-30

How to Cite

Regional Heterogeneity in Live Streaming Shopee: Examining the Effects of Scarcity Messages on Impulsive Buying Through FOMO. (2026). Educational Studies and Research Journal, 3(2). https://doi.org/10.60036/jt8df989