Understanding Impulse Buying in Online Shopping: A Systematic Review of Behavioral Drivers and Consumer Decision Mechanisms

Main Article Content

Ika Tirta Candra Rini
Budi Astuti

Abstract

Background. The rapid expansion of digital commerce ecosystems has significantly transformed consumer purchasing behavior and intensified the prevalence of impulse buying in online shopping environments. Existing studies have examined various antecedents of online impulse buying behavior, including emotional arousal, shopping enjoyment, trust, social influence, hedonic value, and cognitive factors. However, the current literature remains theoretically fragmented and predominantly variable-centered, resulting in limited integrative understanding regarding how behavioral and psychological drivers collectively shape consumer decision mechanisms in digitally mediated shopping contexts.


Aims. Accordingly, this study aims to develop a more integrative understanding of online impulse buying behavior through a systematic literature review approach.


Methods. This study employed a Systematic Literature Review (SLR) method following a PRISMA-oriented procedure. Literature retrieval was conducted in Scopus via Publish or Perish using the search keywords (“impulse buying” OR “impulsive buying”) AND (“online shopping” OR “e-commerce” OR “digital commerce”). The initial search identified 200 articles; 135 met the inclusion and eligibility criteria and were included in the final review. The selected studies were analyzed using a thematic synthesis approach to identify dominant theoretical perspectives, behavioral drivers, consumer decision-making mechanisms, and emerging research gaps in the online impulse buying literature.


Result. The findings reveal that online impulse buying behavior should no longer be understood merely as spontaneous purchasing behavior driven by emotional urgency. Instead, the reviewed literature indicates that online impulse buying reflects a digitally mediated behavioral architecture that emerges from the interaction among emotional stimulation, cognitive simplification, socially mediated influence, and gratification-oriented shopping values. The review further demonstrates that the existing literature remains fragmented and heavily focused on isolated antecedents, thereby limiting broader conceptual understanding of the interactions among behavioral mechanisms underlying online impulse buying.


Conclusion. This study contributes to the online consumer behavior literature by offering an integrative synthesis of the behavioral and psychological mechanisms underlying online impulse buying.


Implementation. The review also advances a broader conceptual understanding of digitally mediated consumer decision-making processes and highlights future research opportunities concerning emerging digital commerce technologies and ethically responsible online shopping environments.

Article Details

How to Cite
Candra Rini, I. T., & Astuti, B. (2026). Understanding Impulse Buying in Online Shopping: A Systematic Review of Behavioral Drivers and Consumer Decision Mechanisms. Jurnal Ekuisci, 3(5), 602–634. https://doi.org/10.62885/ekuisci.v3i5.1205
Section
Articles

References

Abril, C. (2022). Undesired Impulse e-Buying Behavior: An Exploratory Study: An Abstract. In Developments in Marketing Science Proceedings of the Academy of Marketing Science (pp. 173–174). https://doi.org/10.1007/978-3-030-95346-1_57

Agarwal, A. (2021). Online impulse buying behaviour of indian small town consumers: Scale development and validation. Indian Journal of Marketing, 51(5), 48–63. https://doi.org/10.17010/ijom/2021/v51/i5-7/161647

Agarwal, S. (2022). Modeling of factors influencing impulse buying behavior of online shoppers: an integrated ISM and MICMAC approach. International Journal of Business Excellence, 27(4), 502–528. https://doi.org/10.1504/ijbex.2022.125107

Ahmed, A. G. (2025). Online Buying Dynamics: Exploring the Nexus of Internal and External Drivers on Online Impulsive Buying Behavior and Post-Purchase Cognitive Dissonance on E-Consumers. Ibima Business Review, 2025. https://doi.org/10.5171/2025.928763

Almahdi, M. H. (2023). Impulse Buying Behaviors in a Digital World. In Internet of Things (pp. 199–209). https://doi.org/10.1007/978-3-031-35525-7_13

Andika, A. (2025). Enhancing Impulse Buying Among Generation Z Through Social Presence in E-Commerce Live Streaming. TEM Journal, 14(1), 236–250. https://doi.org/10.18421/TEM141-22

Anoop, T. S. (2026). From urge to action: the hidden forces behind online impulse buying in electronic commerce—a meta-analytic structural equation modeling (MASEM) research. Electronic Commerce Research, 26(1), 489–519. https://doi.org/10.1007/s10660-024-09945-z

Arachchige, I. S. W. (2024). Exploring the Balance Between Personalization and Automation in Human-AI Interaction. In Market Grooming the Dark Side of AI Marketing (pp. 199–234). https://doi.org/10.1108/978-1-83549-001-320241010

Arnumukti, M. L. (2023). Product Layout Recommendations based on Customer Behavior and Data Mining. In Proceedings of the 2023 IEEE International Conference on Communication Networks and Satellite (pp. 330–334). https://doi.org/10.1109/COMNETSAT59769.2023.10420563

Bakar, R. (2025). Do Consumers Perceive Impulsive Buying and Pain of Payment? E-Commerce Transactions Using Pay Later, E-Wallet, and Cash-On-Delivery. Gadjah Mada International Journal of Business, 27(1), 31–59. https://doi.org/10.22146/gamaijb.81568

Banjongprasert, J. (2024). Online social enterprise customer behavior: influences of e-commerce, social media, and altruism on online impulsive buying. Cogent Business and Management, 11(1). https://doi.org/10.1080/23311975.2024.2370423

Bao, Z. (2022). Why online consumers have the urge to buy impulsively: roles of serendipity, trust and flow experience. Management Decision, 60(12), 3350–3365. https://doi.org/10.1108/MD-07-2021-0900

Barnabas, A. (2024). Critical Factors Influencing Impulsive Buying in Live Streaming E-Commerce Environments: A Systematic Literature Review. In International Conference on Electrical Computer and Energy Technologies Icecet 2024. https://doi.org/10.1109/ICECET61485.2024.10698671

Barta, S. (2022). The role of flow consciousness in consumer regret. Internet Research, 32(3), 875–896. https://doi.org/10.1108/INTR-08-2020-0482

Bashar, A. (2024). Modelling the antecedents of online impulse buying in cross-cultural context. International Journal of Electronic Marketing and Retailing, 15(2), 139–160. https://doi.org/10.1504/IJEMR.2024.136979

Bashar, A. (2023). The Influence of Culture on Impulse Buying Behavior: A Systematic Literature Review. Brazilian Business Review, 20(4), 465–484. https://doi.org/10.15728/bbr.2022.1221.en

Bismo, A. (2023). The Influence Of Customer Belief And Desire Toward Impulsive Buying Mediated By Positive Emotion In Indonesia E-Commerce Live Streaming. Icic Express Letters, 17(4), 479–488. https://doi.org/10.24507/icicel.17.04.479

Chandrasekhar, K. (2024). Comparative Analysis of Impulse Buying Behaviour Across Retail Channels: A Study of Physical Stores, E-commerce Websites and Mobile Shopping Apps. In Economic Affairs New Delhi (Vol. 69, Issue 2, pp. 1109–1120). https://doi.org/10.46852/0424-2513.3.2024.33

Chatterjee, R. S. (2025). Cognitive and affective appraisal of online impulse buying: a multi-mediation approach. Journal of Marketing Analytics, 13(4), 1238–1257. https://doi.org/10.1057/s41270-024-00338-7

Chaudhary, K. (2023). AI-Based Data Analytics: Applications for Business Management. In AI Based Data Analytics Applications for Business Management. https://doi.org/10.1201/9781032614083

Chen, J. V. (2023). The Influences of Virtual Reality Shopping Characteristics on Consumers’ Impulse Buying Behavior. International Journal of Human Computer Interaction, 39(17), 3473–3491. https://doi.org/10.1080/10447318.2022.2098566

Chen, M. (2021). Are credit-based internet consumer finance platforms sustainable? A study on continuous use intention of Chinese users. Sustainability Switzerland, 13(24). https://doi.org/10.3390/su132413629

Chen, W. K. (2021). Understanding Consumers’ Post-purchase Behavior by Cognitive Dissonance and Emotions in the Online Impulse Buying Context. In Proceedings 2021 IEEE 22nd International Conference on Information Reuse and Integration for Data Science Iri 2021 (pp. 390–394). https://doi.org/10.1109/IRI51335.2021.00061

Chen, W. K. (2023). 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, 14(11), 14453–14466. https://doi.org/10.1007/s12652-020-02333-z

Chen, X. (2023). Research on the Influence of Anchors’ Characteristics on Consumers’ Impulse Buying from the Perspective of Emotional Contagion. In Lecture Notes in Business Information Processing (Vol. 481, pp. 71–82). https://doi.org/10.1007/978-3-031-32302-7_7

Chen, Z. (2023). The Impact of Advertising Visibility on Consumers’ Online Impulse Buying Behavior. In Frontiers in Artificial Intelligence and Applications (Vol. 370, pp. 108–113). https://doi.org/10.3233/FAIA230174

Chetioui, Y. (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

Chung, X. L. (2025). Impulsive buying behaviour in live-streaming commerce: an application of S-O-R theory. Cogent Social Sciences, 11(1). https://doi.org/10.1080/23311886.2025.2474861

Cuesta-Valiño, P. (2022). Word of mouth and digitalization in small retailers: Tradition, authenticity, and change. Technological Forecasting and Social Change, 175. https://doi.org/10.1016/j.techfore.2021.121382

Cuong, D. T. (2023). Online Impulsive Buying Behavior Using Partial Least Squares Algorithm. Journal of ICT Standardization, 11(3), 217–236. https://doi.org/10.13052/jicts2245-800X.1131

Diani, S. L. (2021). Correlation Between Impulsive Buying And Customer Satisfaction On Online Purchase “X.” Journal of Legal Ethical and Regulatory Issues, 24, 1–7. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85116155274&origin=inward

Divakar, P. (2024). A study on investigating the online impulse purchase intention of Indian women. International Journal of Work Innovation, 5(2), 164–182. https://doi.org/10.1504/IJWI.2024.137830

Doan, L. T. M. (2025). Mitigating overconsumption through mindfulness: the role of cashless payments in impulsive buying and sustainable consumer behaviour. Journal of Chinese Economic and Business Studies, 23(2), 209–232. https://doi.org/10.1080/14765284.2024.2415728

Dong, Y. (2024). Beyond the screen: How affection drives impulsive purchases in livestreaming e-commerce. International Journal of Applied Economics Finance and Accounting, 18(1), 168–179. https://doi.org/10.33094/ijaefa.v18i1.1338

Duan, Y. (2024). The adoption of live streaming channel considering impulse buying and product returns. International Journal of Production Economics, 274. https://doi.org/10.1016/j.ijpe.2024.109295

Fanani, M. A. (2025). Harnessing the power of app attributes on online fashion impulse purchasing among femaleMuslim shoppers. Journal of Islamic Marketing. https://doi.org/10.1108/JIMA-11-2024-0520

Febriandika, N. R. (2023). Online impulse buying on TikTok platform: Evidence from Indonesia. Innovative Marketing, 19(3), 197–210. https://doi.org/10.21511/im.19(3).2023.17

Febrilia, I. (2024). Online Impulse Buying: Investigating the Role of E-Commerce Attributes, Customer Motivation, and Urge to Buy Impulsively. Journal of Behavioral Science, 19(1), 95–108. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85187188167&origin=inward

Feng, Z. (2024). Impulse buying behavior during livestreaming: Moderating effects of scarcity persuasion and price perception. Heliyon, 10(7). https://doi.org/10.1016/j.heliyon.2024.e28347

Fernandez-Lores, S. (2024). Online product returns: The role of perceived environmental efficacy and post-purchase entrepreneurial cognitive dissonance. Journal of Business Research, 174. https://doi.org/10.1016/j.jbusres.2023.114462

Gallin, S. (2024). Online shopping: How can algorithm performance expectancy enhance impulse buying? Journal of Retailing and Consumer Services, 81. https://doi.org/10.1016/j.jretconser.2024.103988

Gao, H. (2022). Understanding Chinese Consumers’ Livestreaming Impulsive Buying: An Stimulus-Organism-Response Perspective and the Mediating Role of Emotions and Zhong Yong Tendency. Frontiers in Psychology, 13. https://doi.org/10.3389/fpsyg.2022.881294

Gao, X. (2023). Factors driving consumers’ impulsive buying in live streaming e-commerce under the COVID-19 pandemic. Journal of Commercial Biotechnology, 28(2), 130–143. https://doi.org/10.5912/jcb1401

Gao, Y. (2025). The Impact of AI-Powered Try-On Technology on Online Consumers’ Impulsive Buying Intention: The Moderating Role of Brand Trust. Sustainability Switzerland, 17(7). https://doi.org/10.3390/su17072789

George, A. M. (2025). Swipe, click, regret: an opinion on persuasive e-commerce and consumer autonomy. In Frontiers in Artificial Intelligence (Vol. 8). https://doi.org/10.3389/frai.2025.1684841

Ghaith, M. M. (2024). Examining the Effects of Digital Payment and Impulsive Buying on Purchase Intention. In 2nd International Conference on Cyber Resilience Iccr 2024. https://doi.org/10.1109/ICCR61006.2024.10532804

Goel, P. (2024). Impact of Sensory Perceptions on the Urge to Buy Impulsively. Journal of Computer Information Systems, 64(4), 469–485. https://doi.org/10.1080/08874417.2023.2224748

Golchha, C. (2025). Exploring Consumer Choices and Shopping Patterns: Examining Influences on Consumer Choices. In Cultural Sensitivity Cross Border Logistics and E Commerce in Global Marketing (pp. 181–213). https://doi.org/10.4018/979-8-3373-0528-8.ch009

Gong, M. (2025). Understanding impulse buying in interest-based e-commerce: the role of content creativity. International Journal of Retail and Distribution Management, 53(2), 182–198. https://doi.org/10.1108/IJRDM-07-2023-0484

Gong, X. (2024). Knowledge mapping of impulsive buying behavior research: a visual analysis using CiteSpace. Humanities and Social Sciences Communications, 11(1). https://doi.org/10.1057/s41599-024-03473-9

Gori, A. (2024). Exploring the Psychodynamics of Compulsive Shopping: Single and Moderated Mediation Analyses. International Journal of Mental Health and Addiction, 22(4), 2149–2165. https://doi.org/10.1007/s11469-022-00977-w

Gulfraz, M. B. (2022). Understanding the impact of online customers’ shopping experience on online impulsive buying: A study on two leading E-commerce platforms. Journal of Retailing and Consumer Services, 68. https://doi.org/10.1016/j.jretconser.2022.103000

Haddaway, N. R., Page, M. J., Pritchard, C. C., & McGuinness, L. A. (2022). PRISMA2020: An R package and Shiny app for producing PRISMA 2020-compliant flow diagrams, with interactivity for optimised digital transparency and Open Synthesis Campbell Systematic Reviews, 18, e1230. https://doi.org/10.1002/cl2.1230

Halim, E. (2022). Customer Impulsive Buying Behaviors in Indonesia E-Marketplace. In Proceedings of 2022 International Conference on Information Management and Technology Icimtech 2022 (pp. 533–538). https://doi.org/10.1109/ICIMTech55957.2022.9915065

Han, M. C. (2023). Checkout button and online consumer impulse-buying behavior in social commerce: A trust transfer perspective. Journal of Retailing and Consumer Services, 74. https://doi.org/10.1016/j.jretconser.2023.103431

Han, Y. (2021). Wait, let’s think about your purchase again: A study on interventions for supporting self-controlled online purchases. In Web Conference 2021 Proceedings of the World Wide Web Conference Www 2021 (pp. 2476–2487). https://doi.org/10.1145/3442381.3450021

Hao, S. (2026). Streamers and viewers in live-streaming e-commerce: a social learning perspective. Management Decision, 64(1), 92–114. https://doi.org/10.1108/MD-10-2023-1978

Hao, S. (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

Hao, S. (2023). How the time-scarcity feature of live-streaming e-commerce affects impulsive buying直播电商的时间性稀缺特征如何影响冲动购买. Service Industries Journal, 43(11), 875–895. https://doi.org/10.1080/02642069.2023.2185231

Hapsari, C. G. (2024). Augmented reality marketing in online retail industry: the moderating role of personality traits. International Journal of Internet Marketing and Advertising, 21(3), 383–417. https://doi.org/10.1504/IJIMA.2024.142809

Hellemans, J. (2023). Covid-19 and mobile payment in Belgium: Closing the digital divide or just for the young, social, and impulsive? Electronic Commerce Research, 23(3), 1539–1564. https://doi.org/10.1007/s10660-022-09655-4

Helmi, A. (2023). The influence of hedonic values and extraversion on online impulse buying: Empirical evidence from Indonesia. Innovative Marketing, 19(1), 48–58. https://doi.org/10.21511/im.19(1).2023.05

Hinz, O. (2022). Second Screening - The Influence of Concurrent TV Consumption on Online Shopping Behavior. Information Systems Research, 33(3), 809–823. https://doi.org/10.1287/isre.2021.1099

Hong, L. M. (2023). The Effects of Online Review on Online Impulse Buying Behaviour. In Contributions to Management Science (pp. 749–761). https://doi.org/10.1007/978-3-031-27296-7_67

Huang, Q. (2024). Is ‘she’ more impulsive (to pleasure) than ‘him’ during livestream e-commerce shopping? Journal of Retailing and Consumer Services, 78. https://doi.org/10.1016/j.jretconser.2024.103707

Huang, S. C. (2024). Understanding impulse buying in E-commerce: The Big Five traits perspective and moderating effect of time pressure and emotions. Telematics and Informatics Reports, 15. https://doi.org/10.1016/j.teler.2024.100157

Huang, W. (2025). Beyond likes and comments: How social proof influences consumer impulse buying on short-form video platforms. Journal of Retailing and Consumer Services, 84. https://doi.org/10.1016/j.jretconser.2024.104199

Hussain, A. A. (2024). Cognitive and Affective Components Induced Impulsive Purchase: An Empirical Analysis. Journal of Promotion Management, 30(6), 901–928. https://doi.org/10.1080/10496491.2024.2318666

Indriastuti, H. (2024). How Real-Time Interactivity Influences Impulse Buying Behaviour in Generation Z’s During Live Streaming Shopping: The Mediating Role of Perceived Enjoyment. Economics Innovative and Economics Research Journal, 12(3), 279–291. https://doi.org/10.2478/eoik-2024-0047

Jabutay, F. (2025). The Interplay of Browsing Behaviors, Social Identity, and Benign Envy in Shaping Impulse Buying on E-Commerce Platforms: Evidence from France. Journal of Internet Commerce, 24(1), 1–32. https://doi.org/10.1080/15332861.2025.2479255

Jamil, R. A. (2025). Investigating the determinants of consumer confidence and online impulse buying intentions: an experimental study. Asia Pacific Journal of Business Administration, 17(3), 696–716. https://doi.org/10.1108/APJBA-06-2024-0325

Jiang, H. (2026). From emotional arousal to diminished cognitive control: How configurations of beauty streamer characteristics shape consumer impulse buying. Journal of Retailing and Consumer Services, 90. https://doi.org/10.1016/j.jretconser.2025.104713

Jie, W. (2022). Impact of internet usage on consumer impulsive buying behavior of agriculture products: Moderating role of personality traits and emotional intelligence. Frontiers in Psychology, 13. https://doi.org/10.3389/fpsyg.2022.951103

Juanim, J. (2024). Exploring advertising stimulus, hedonic motives, and impulse buying behavior in Indonesia’s digital context: demographics implications. Cogent Business and Management, 11(1). https://doi.org/10.1080/23311975.2024.2428779

Kang, J. W. (2024). The Role of Service Quality Attributes and Perceived Value in US Consumers’ Impulsive Buying Intentions for Fresh Food E-Commerce. Journal of Theoretical and Applied Electronic Commerce Research, 19(3), 1893–1906. https://doi.org/10.3390/jtaer19030093

Karl, D. (2022). The Impact of Displaying Quantity Scarcity and Relative Discounts on Sales and Consumer Returns in Flash Sale E-Commerce. In Proceedings of the Annual Hawaii International Conference on System Sciences (Vol. 2022, pp. 4569–4578). https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85152241877&origin=inward

Khadijah, A. (2023). The Age of Indulgence: An Online Impulsive and Compulsive Buying Analysis. In 2023 8th International Conference on Informatics and Computing Icic 2023. https://doi.org/10.1109/ICIC60109.2023.10382051

Kong, D. (2025). Can time pressure promote consumers’ impulse buying in live streaming E-commerce? Moderating effect of product type and consumer regulatory focus. Electronic Commerce Research, 25(4), 3223–3259. https://doi.org/10.1007/s10660-023-09788-0

Kong, X. (2025). Exploring the influence of “keeping consumers in suspense” in live streaming on consumer impulse buying behavior: A test of the mediating effects of consumer inner states. Acta Psychologica, 253. https://doi.org/10.1016/j.actpsy.2025.104762

Krasnostavskaia, N. (2021). The impact of marketing incentives on online and offline impulse buying behavior in handmade industry. In Global Challenges of Digital Transformation of Markets (pp. 549–566). https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85116735019&origin=inward

Kumar, P. (2022). Online impulse buying: a qualitative inquiry for consumer centric insights. In International Journal of Public Sector Performance Management (Vol. 9, Issue 3, pp. 223–235). https://doi.org/10.1504/IJPSPM.2022.121748

Lavuri, R. (2023). Intrinsic factors affecting online impulsive shopping during the COVID-19 in emerging markets. International Journal of Emerging Markets, 18(4), 958–977. https://doi.org/10.1108/IJOEM-12-2020-1530

Le, N. (2025). Marketing Stimuli and Impulse Buying: The Role of Traits, Reviews and Motives. Journal of Promotion Management, 31(1), 96–124. https://doi.org/10.1080/10496491.2024.2428965

Le, T. Q. (2022). The Extended S-O-R Model Investigating Consumer Impulse Buying Behavior in Online Shopping: A Meta-Analysis. Journal of Distribution Science, 20(2), 1–9. https://doi.org/10.15722/jds.20.02.202202.1

Lee, C. H. (2021). Exploring consumers’ impulse buying behavior on online apparel websites: An empirical investigation on consumer perceptions. International Journal of Electronic Commerce Studies, 12(1), 83–106. https://doi.org/10.7903/ijecs.1971

Li, B. (2021). The Moderating Role of Anticipated Regret and Product Involvement on Online Impulsive Buying Behavior. Frontiers in Psychology, 12. https://doi.org/10.3389/fpsyg.2021.732459

Li, H. (2025). Exploring the Mechanism of AI-Powered Virtual Idols’ Intelligence Level on Digital Natives’ Impulsive Buying Intention in E-Commerce Live Streaming: A Perspective of Psychological Distance. Journal of Theoretical and Applied Electronic Commerce Research, 20(3). https://doi.org/10.3390/jtaer20030173

Li, L. (2024). How do e-commerce anchors’ characteristics influence consumers’ impulse buying? An emotional contagion perspective. Journal of Retailing and Consumer Services, 76. https://doi.org/10.1016/j.jretconser.2023.103587

Li, M. (2022). Understanding Consumer Online Impulse Buying in Live Streaming E-Commerce: A Stimulus-Organism-Response Framework. International Journal of Environmental Research and Public Health, 19(7). https://doi.org/10.3390/ijerph19074378

Li, S. (2023). The influence mechanism of quasi-site creativity stimulation on consumers’ impulse buying in e-commerce live streaming. Multimedia Tools and Applications, 82(24), 37407–37430. https://doi.org/10.1007/s11042-023-15101-w

Li, S. (2024). The Impact of Cue-Interaction Stimulation on Impulse Buying Intention on Virtual Reality Tourism E-commerce Platforms. Journal of Travel Research, 63(5), 1256–1279. https://doi.org/10.1177/00472875231183163

Li, Y. (2021). Research on Online Interaction and Consumer Impulsive Buying Behavior in Live Shopping Platform Based on the Structural Equation Model. In Proceedings 2021 International Conference on Management Science and Software Engineering Icmsse 2021 (pp. 72–76). https://doi.org/10.1109/ICMSSE53595.2021.00024

Li, Y. (2025). Impulse buying in live streaming e-commerce: A systematic literature review and future research agenda. Computers in Human Behavior Reports, 19. https://doi.org/10.1016/j.chbr.2025.100676

Lim, S. Y. (2025). It’s not all fun and games: gamification in e-commerce on consumers’ impulse buying of retail food products. British Food Journal, 127(3), 1098–1113. https://doi.org/10.1108/BFJ-04-2024-0361

Lin, C. T. (2023). The influence of impulse buying toward consumer loyalty in online shopping: a regulatory focus theory perspective. Journal of Ambient Intelligence and Humanized Computing, 14(11), 1–11. https://doi.org/10.1007/s12652-018-0935-8

Lin, S. C. (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

Liu, R. (2024). Revisiting perceived gratification, consumer attitudes and purchase impulses in cross-border e-commerce live streaming: a direct and indirect effects model. Journal of Systems and Information Technology, 26(1), 51–70. https://doi.org/10.1108/JSIT-10-2023-0214

Liu, X. (2023). Research on the influence mechanism of anchors’ professionalism on consumers’ impulse buying intention in the livestream shopping scenario. Enterprise Information Systems, 17(7). https://doi.org/10.1080/17517575.2022.2065457

Liu, Y. (2023). Mobile social commerce content, consumer emotions and behaviour. International Journal of Consumer Studies, 47(4), 1315–1334. https://doi.org/10.1111/ijcs.12908

Lo, C. H. (2024). Personalized E-Shopping Recommendations for Sustainable Consumption. In Proceedings 2024 16th Iiai International Congress on Advanced Applied Informatics Iiai Aai 2024 (pp. 585–588). https://doi.org/10.1109/IIAI-AAI63651.2024.00111

Loi, A. M. W. (2023). Impulsive Buying Behaviour on Social Commerce: Moderated by Cultural Dimension, and Perceived Trust. In Lecture Notes in Networks and Systems (Vol. 584, pp. 79–89). https://doi.org/10.1007/978-3-031-25274-7_7

Lubis, A. N. (2022). Evaluation on e-marketing exposure practice to minimize the customers’ online shopping purchase regret. Cogent Business and Management, 9(1). https://doi.org/10.1080/23311975.2021.2016039

Luo, F. (2026). Self-broadcasting or cooperating with an anchor? Strategy and dynamic system research on different sales modes in live commerce supply chain. Electronic Commerce Research, 26(2), 2015–2054. https://doi.org/10.1007/s10660-025-09971-5

Luo, H. (2022). The Relationship between Social Exclusion and Impulsive Buying of College Students: The Mediating Role of Celebrity Worship and the Moderating Role of Self-Control. Journal of Psychological Science, 45(3), 657–664. https://doi.org/10.16719/j.cnki.1671-6981.20220320

Luong, H. T. (2023). Online impulsive and compulsive buying behavior in Vietnam. International Journal of Management and Sustainability, 12(3), 365–379. https://doi.org/10.18488/11.v12i3.3446

Lv, J. (2022). The Impact of Information Overload of E-Commerce Platform on Consumer Return Intention: Considering the Moderating Role of Perceived Environmental Effectiveness. International Journal of Environmental Research and Public Health, 19(13). https://doi.org/10.3390/ijerph19138060

Maharani, N. Z. (2025). How Do Celebrity Characteristics as Streamers in Live-Streaming Commerce Influence Impulsive Buying? A Case Study of Shopee Live. Human Behavior and Emerging Technologies, 2025(1). https://doi.org/10.1155/hbe2/6977436

Mallari, E. F. I. (2023). The mediating role of impulse buying on hedonic shopping motivation and life satisfaction of online shoppers in the Philippines. International Social Science Journal, 73(249), 861–872. https://doi.org/10.1111/issj.12430

Marjerison, R. K. (2022). The Effect of Time-Limited Promotion on E-Consumers’ Public Self-Consciousness and Purchase Behavior. Sustainability Switzerland, 14(23). https://doi.org/10.3390/su142316087

Martaleni, M. (2022). Flash sale and online impulse buying: Mediation effect of emotions. Innovative Marketing, 18(2), 49–59. https://doi.org/10.21511/im.18(2).2022.05

Mashilo, L. S. (2025). THE INFLUENCE OF HEDONIC SHOPPING MOTIVATION ON ONLINE IMPULSE BUYING BEHAVIOR IN THE FASHION INDUSTRY. Innovative Marketing, 21(1), 248–258. https://doi.org/10.21511/im.21(1).2025.20

Mattia, G. (2021). Online impulse buying and cognitive dissonance: Examining the effect of mood on consumer behaviour. In Online Impulse Buying and Cognitive Dissonance Examining the Effect of Mood on Consumer Behaviour. https://doi.org/10.1007/978-3-030-65923-3

Mendini, M. (2025). Escaping loneliness through shopping: the role of materialism, impulse buying and escapism. Journal of Consumer Marketing, 42(3), 257–271. https://doi.org/10.1108/JCM-12-2023-6481

Mian, T. S. (2024). Impulse Buying in E-Commerce: A Comprehensive Literature Review and Research Prospects. In Lecture Notes in Networks and Systems (Vol. 925, pp. 267–295). https://doi.org/10.1007/978-3-031-54019-6_26

Milaković, I. K. (2023). Online impulse buying and cognitive appraisal theory: two countries comparison. International Journal of Retail and Distribution Management, 51(12), 1637–1655. https://doi.org/10.1108/IJRDM-03-2023-0150

Mittal, M. (2023). Role of Online Shopping Websites in Consumer Satisfaction Based Statistical Analysis. In Proceedings 2023 12th IEEE International Conference on Communication Systems and Network Technologies Csnt 2023 (pp. 945–949). https://doi.org/10.1109/CSNT57126.2023.10134744

Murali, R. (2022). Effect of visual merchandising techniques on the impulsive buying behavior of apparel customers in the Tiruchirapalli city. In Aip Conference Proceedings (Vol. 2473). https://doi.org/10.1063/5.0096815

Mutambik, I. (2024). Mapping the Impact of Consumer Online Service Experience on Online Impulse Buying Behaviour. Journal of Global Information Management, 32(1). https://doi.org/10.4018/JGIM.347882

Naufal, N. P. Al. (2024). The Antecedent of Impulsive Buying Decisions Through Live Streaming Technology and Flash Sale in E-commerce. In 2024 6th International Conference on Cybernetics and Intelligent System Icoris 2024. https://doi.org/10.1109/ICORIS63540.2024.10903920

Nghia, H. T. (2022). A dual process on shopping well-being across shopping contexts: the role of shopping values and impulse buying. Asia Pacific Journal of Marketing and Logistics, 34(3), 594–610. https://doi.org/10.1108/APJML-09-2020-0668

Ngo, T. T. A. (2025). Key determinants of online impulse buying behavior: A study from TikTok Shop users in Vietnam. Acta Psychologica, 260. https://doi.org/10.1016/j.actpsy.2025.105593

Ngo, T. T. A. (2025). Analyzing the role of customers’ experiences and emotional responses in shaping Generation Z’s impulse buying behavior on Shopee video platform. Plos One, 20(5). https://doi.org/10.1371/journal.pone.0322866

Ngo, T. T. A. (2024). A comprehensive study on factors influencing online impulse buying behavior: Evidence from Shopee video platform. Heliyon, 10(15). https://doi.org/10.1016/j.heliyon.2024.e35743

Nguyen, H. G. (2025). Revisiting the Relationship Between Source Credibility and Impulsive Buying in Livestreaming Commerce: A Serial Mediation and Moderated Model. In Lecture Notes in Networks and Systems (Vol. 1205, pp. 1004–1015). https://doi.org/10.1007/978-3-031-80943-9_104

Nguyen, T. D. X. (2026). Demystifying how emotional and cognitive resonance to AI-driven content consistency sparks customer engagement and impulse buying in short-video E-commerce. Journal of Retailing and Consumer Services, 89. https://doi.org/10.1016/j.jretconser.2025.104646

Nguyen, T. S. (2024). The impact of online reviews and eWOM on impulse buying tendency: a study of Vietnamese Gen Z consumers. Journal for International Business and Entrepreneurship Development, 16(1), 117–141. https://doi.org/10.1504/JIBED.2024.139129

Nguyen-Viet, B. (2024). Human–Human Interactions’ Influence on Impulse-Buying Intention in Live Commerce: The Roles of Guanxi, co-Viewer Trust, and Gamification. Journal of Promotion Management, 30(7), 1057–1086. https://doi.org/10.1080/10496491.2024.2347216

Nicholas, J. (2023). The Effect of Paylater Payment Method on Impulsive Buying of E-Commerce Users in Indonesia. In 2023 International Conference on Digital Applications Transformation and Economy Icdate 2023. https://doi.org/10.1109/ICDATE58146.2023.10248527

Ooi, M. Y. (2025). From Chat to Cart: How AI Boosts Online Impulse Buying. Journal of Computer Information Systems. https://doi.org/10.1080/08874417.2025.2576214

Pacheco, D. C. (2021). Online Impulse Buying – Integrative Review of Social Factors and Marketing Stimuli. In Communications in Computer and Information Science (Vol. 1485, pp. 629–640). https://doi.org/10.1007/978-3-030-90241-4_48

Pei, Y. (2025). Intergenerational Differences in Impulse Purchasing in Live E-Commerce: A Multi-Dimensional Mechanism of the ASEAN Cross-Border Market. Journal of Theoretical and Applied Electronic Commerce Research, 20(4). https://doi.org/10.3390/jtaer20040268

Pham, A. D. (2025). How do live-stream channels shape impulse buying behaviour? Empirical research on Vietnamese youth. Asia Pacific Business Review, 31(4), 567–592. https://doi.org/10.1080/13602381.2023.2265320

Pham, A. D. (2024). Young consumers’ impulse buying tendency on social media: an empirical analysis in Vietnam in light of the LST theoretical perspective. Young Consumers, 27(2), 185–206. https://doi.org/10.1108/YC-07-2023-1785

Phan, D. H. (2024). Dataset on Vietnamese students’ impulse buying behavior on TikTok shop. In Data in Brief (Vol. 57). https://doi.org/10.1016/j.dib.2024.111047

Phan, Q. P. T. (2022). How Social Commerce Characteristics Influence Consumers’ Online Impulsive Buying Behavior in Emerging Markets. In Research Anthology on Social Media Advertising and Building Consumer Relationships (pp. 177–193). https://doi.org/10.4018/9781668462874.ch012

Phan, T. T. C. (2025). Does Impulsive Buying Lead to Compulsive Buying in Metaverse? A Dual-Stage Predictive-Analytics SEM-ANN Analysis. The Empirical Study from Vietnam. Thailand and the World Economy, 43(2), 44–66. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=105006694338&origin=inward

Phan, V. D. V. (2023). Exploring the effect of cognitive factors and e-social interactions on the green purchase intention: evidence from a transitional economy. Young Consumers, 24(6), 767–785. https://doi.org/10.1108/YC-11-2022-1629

Prawira, M. H. (2024). Analysis of the Impact of Paylater Payment Method on Online Shopping Impulsivity in Indonesia. In 2024 Asu International Conference in Emerging Technologies for Sustainability and Intelligent Systems Icetsis 2024 (pp. 1650–1655). https://doi.org/10.1109/ICETSIS61505.2024.10459410

PRAWIRA, N. A. (2021). Antecedents of Online Impulse Buying Behavior: An Empirical Study in Indonesia. Journal of Asian Finance Economics and Business, 8(2), 533–543. https://doi.org/10.13106/jafeb.2021.vol8.no2.0533

Radaev, V. V. (2024). Nonstandard consumption forms: A comparative analysis. Voprosy Ekonomiki, 2024(3), 43–72. https://doi.org/10.32609/0042-8736-2024-3-43-72

Rajagopal. (2022). Impact of retailing technology during business shutdown. Marketing Intelligence and Planning, 40(4), 441–459. https://doi.org/10.1108/MIP-08-2021-0255

Rajput, A. (2024). From Clicks to Carts: Investigating Impulse Buying in Influencer Live-Streaming. In 2024 Asu International Conference in Emerging Technologies for Sustainability and Intelligent Systems Icetsis 2024 (pp. 669–675). https://doi.org/10.1109/ICETSIS61505.2024.10459535

Ramadan, Z. (2021). Fooled in the relationship: How Amazon Prime members’ sense of self-control counter-intuitively reinforces impulsive buying behavior. Journal of Consumer Behaviour, 20(6), 1497–1507. https://doi.org/10.1002/cb.1960

Rani, N. M. (2023). A STUDY ON IMPULSIVE BUYING BEHAVIOUR IN ONLINE SHOPPING. In International Journal of Professional Business Review (Vol. 8, Issue 3). https://doi.org/10.26668/businessreview/2023.v8i3.1237

Rashid, N. (2025). Mitigating The Impact of Purchase Uncertainty on Reverse Supply Chain Through Impulsive Consumer Buying with Moderation of Lenient Return Policies. Cleaner Logistics and Supply Chain, 14. https://doi.org/10.1016/j.clscn.2025.100207

Roy, B. (2024). Role of Artificial Intelligence in Influencing Impulsive Buying Behaviour. In Tqcebt 2024 2nd IEEE International Conference on Trends in Quantum Computing and Emerging Business Technologies 2024. https://doi.org/10.1109/TQCEBT59414.2024.10545278

Saad, S. Ben. (2023). Towards better interaction between salespeople and consumers: the role of virtual recommendation agent. European Journal of Marketing, 57(3), 858–903. https://doi.org/10.1108/EJM-11-2021-0892

Sai, F. (2023). An Empirical Study of Impulse Purchase in E-commerce Live Streaming from The E-commerce Marketing Mix Perspective. In Proceedings of the International Conference on Electronic Business Iceb (Vol. 23, pp. 25–35). https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85181399200&origin=inward

Samaddar, K. (2024). Online counterfeit purchase behaviour: moderating effect of perceived anonymity and moral disengagement. Young Consumers, 25(1), 84–108. https://doi.org/10.1108/YC-10-2022-1621

Sarah, F. H. (2021). Examining the Influence of Atmospheric Cues on Online Impulse Buying Behavior across Product Categories: Insights from an Emerging E-Market. Journal of Internet Commerce, 20(1), 25–45. https://doi.org/10.1080/15332861.2020.1836593

Schnack, A. (2021). Investigating the impact of shopper personality on behaviour in immersive Virtual Reality store environments. Journal of Retailing and Consumer Services, 61. https://doi.org/10.1016/j.jretconser.2021.102581

Shahzad, K. (2024). The Role of Blockchain Technology in Enhancing Consumers’ Impulsive Buying Behavior. International Journal of Consumer Studies, 48(6). https://doi.org/10.1111/ijcs.13092

Shi, R. (2024). The Effects of Live Streamer’s Facial Attractiveness and Product Type on Consumer Purchase Intention: An Exploratory Study with Eye Tracking Technology. Behavioral Sciences, 14(5). https://doi.org/10.3390/bs14050375

Shi, W. (2025). How anchor characteristics affect consumers’ impulsive buying behavior in the context of live streaming of agricultural products. Asia Pacific Journal of Marketing and Logistics. https://doi.org/10.1108/APJML-03-2025-0427

Shi, W. (2025). The influence of atmospheric cues and social presence on consumers’ impulse buying behaviors in e-commerce live streaming. Electronic Commerce Research, 25(4), 3325–3353. https://doi.org/10.1007/s10660-023-09793-3

Shiu, J. Y. (2023). Impulse control during the online shopping frenzy in China: the role of consumer inertia. Humanities and Social Sciences Communications, 10(1). https://doi.org/10.1057/s41599-023-02204-w

Sholihah, D. R. (2025). Understanding how intrinsic motivation influences female modest fashion online impulse buying: the mediating role of trust and attitude. Journal of Islamic Marketing. https://doi.org/10.1108/JIMA-08-2024-0332

Silalahi, A. D. K. (2025). How does time pressure shape impulsive buying behavior? Hedonic vs. utilitarian values emerges as a key driver on E-commerce platforms. Digital Business, 5(2). https://doi.org/10.1016/j.digbus.2025.100138

Simanjuntak, M. (2023). Factors Influencing Impulse Buying Behavior on Live Streaming E-Commerce Platforms. In 2023 International Seminar on Application for Technology of Information and Communication Smart Technology Based on Industry 4 0 A New Way of Recovery from Global Pandemic and Global Economic Crisis Isemantic 2023 (pp. 40–45). https://doi.org/10.1109/iSemantic59612.2023.10295335

Sin, R. (2025). Dark patterns in online shopping: do they work and can nudges help mitigate impulse buying? Behavioural Public Policy, 9(1), 61–87. https://doi.org/10.1017/bpp.2022.11

Son, J. (2024). Why Do We Continue to Impulse Buy When Watching Live Stream Commerce? Journal of Distribution Science, 22(11), 121–129. https://doi.org/10.15722/jds.22.11.202411.121

Sun, B. (2023). Relationship between time pressure and consumers’ impulsive buying—Role of perceived value and emotions. Heliyon, 9(12). https://doi.org/10.1016/j.heliyon.2023.e23185

Sun, K. (2021). An empirical analysis of consumer impulse purchases. In Proceedings of the International Conference on Electronic Business Iceb (Vol. 21, pp. 65–72). https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85125362078&origin=inward

Surjandy. (2023). The Influences of Service Quality, E-Trust, and Perceived Risk Factors on Utilitarianism and Hedonism in PayLater Use. In Proceedings 2023 IEEE 7th International Conference on Information Technology Information Systems and Electrical Engineering Icitisee 2023 (pp. 36–41). https://doi.org/10.1109/ICITISEE58992.2023.10404720

Surya, W. (2025). Recipe to Improve Impulsive Buying Behavior through Social Presence and Telepresence on the Tiktok Livestreaming Platform. Review of Integrative Business and Economics Research, 14(1), 109–123. https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85214840661&origin=inward

Suyanto, A. (2023). Analysis of The Effect of Impulsive Purchase and Service Quality on Customer Satisfaction and Loyalty in Beauty E-Commerce. Quality Access to Success, 24(194), 18–23. https://doi.org/10.47750/QAS/24.194.03

Tajdini, S. (2022). Developing a multi-dimensional product evaluation scale. Psychology and Marketing, 39(2), 271–293. https://doi.org/10.1002/mar.21594

Tan, L. (2023). How to motivate consumers’ impulse buying and repeat buying? The role of marketing stimuli, situational factors and personality. Current Psychology, 42(36), 32524–32539. https://doi.org/10.1007/s12144-022-04230-4

Tan, T. L. (2024). Enhancing Repurchase Intention on Digital Platforms Based on Shopping Well-Being Through Shopping Value, Trust and Impulsive Buying. Sage Open, 14(3). https://doi.org/10.1177/21582440241278454

Tang, T. (2025). What makes impulsive buying in tourism live streaming e-commerce? Journal of Vacation Marketing. https://doi.org/10.1177/13567667251317735

Tomar, R. S. (2023). Exploring the Mediating Role of Social Media Marketing Between Ease of Technology and Online Impulse Buying Using R. In 2023 4th International Conference on Computation Automation and Knowledge Management Iccakm 2023. https://doi.org/10.1109/ICCAKM58659.2023.10449501

Tran, V. D. (2022). Consumer impulse buying behavior: the role of confidence as moderating effect. Heliyon, 8(6). https://doi.org/10.1016/j.heliyon.2022.e09672

Tsao, C. C. (2023). The Influence of a Robot Recommender System on Impulse Buying Tendency. In ACM IEEE International Conference on Human Robot Interaction (pp. 672–676). https://doi.org/10.1145/3568294.3580171

Venkatesh, V. (2022). Why do people shop online? A comprehensive framework of consumers’ online shopping intentions and behaviors. Information Technology and People, 35(5), 1590–1620. https://doi.org/10.1108/ITP-12-2020-0867

Victoria, C. (2021). The Effect of Sales Promotion, Self-Control, and Hedonism on Impulsive Buying in E-Commerce Platform during the Covid-19 Pandemic. In Proceedings 3rd International Conference on Informatics Multimedia Cyber and Information System Icimcis 2021 (pp. 330–336). https://doi.org/10.1109/ICIMCIS53775.2021.9699319

Vihari, N. S. (2022). Effect of mindfulness on online impulse buying: Moderated mediation model of problematic internet use and emotional intelligence. Frontiers in Psychology, 13. https://doi.org/10.3389/fpsyg.2022.1012331

Wang, C. (2025). Streamer interaction and consumer impulsive buying in live-stream commerce: the mediating roles of trust and emotional arousal with anticipated regret as boundary condition. Frontiers in Communication, 10. https://doi.org/10.3389/fcomm.2025.1547639

Wang, C. (2025). Interaction orientation and impulse buying in live streaming: moderated by streamer expertise and attractiveness. Current Psychology, 44(18), 14914–14931. https://doi.org/10.1007/s12144-025-08163-6

Wang, L. (2024). Encountering Product Information: How Flashes of Insight Improve Your Decisions on E-Commerce Platforms. Journal of Theoretical and Applied Electronic Commerce Research, 19(3), 2180–2197. https://doi.org/10.3390/jtaer19030106

Wang, P. (2023). Long-term orientation to impulsive buying behavior: A mediation model examining demographic factors differences. Current Psychology, 42(33), 28900–28910. https://doi.org/10.1007/s12144-022-03935-w

Wang, P. (2022). Online impulse buying behavior and marketing optimization guided by entrepreneurial psychology under COVID-19. Frontiers in Psychology, 13. https://doi.org/10.3389/fpsyg.2022.939786

Wen, J. (2025). Emotional Resonance and Buying Behavior in Live Streaming: A Study on KOL Influence and the Mediation of Purchase Intentions. Journal of Theoretical and Applied Electronic Commerce Research, 20(2). https://doi.org/10.3390/jtaer20020108

Widagdo, B. (2021). Hedonic Shopping Motivation and Impulse Buying: The Effect of Website Quality on Customer Satisfaction. Journal of Asian Finance Economics and Business, 8(1), 395–405. https://doi.org/10.13106/jafeb.2021.vol8.no1.395

Widiatmo, G. (2024). The Future of E-commerce: Creating Immersive Experiences in Live Streaming Commerce to Drive Consumers’ Impulse Buying. In 2024 21st International Conference on Electrical Engineering Electronics Computer Telecommunications and Information Technology Ecti Con 2024. https://doi.org/10.1109/ECTI-CON60892.2024.10594963

Widjaja, A. (2026). Distinguishing the Effects of a Social Presence on Impulsive Buying Behavior Based on live-Streaming Shopping Platforms. Journal of Organizational Computing and Electronic Commerce, 36(1), 31–61. https://doi.org/10.1080/10919392.2025.2529068

Xia, Y. X. (2024). How social and media cues induce live streaming impulse buying? SOR model perspective. Frontiers in Psychology, 15. https://doi.org/10.3389/fpsyg.2024.1379992

Xin, M. (2025). Exploring the Effect of Live Streaming Atmospheric Cues on Consumer Impulse Buying: A Flow Experience Perspective. Journal of Theoretical and Applied Electronic Commerce Research, 20(2). https://doi.org/10.3390/jtaer20020149

Xin, M. (2024). Live streaming product display or social interaction: How do they influence consumer intention and behavior? A heuristic-systematic perspective. Electronic Commerce Research and Applications, 67. https://doi.org/10.1016/j.elerap.2024.101437

Yan, M. (2023). An empirical investigation of the impact of influencer live-streaming ads in e-commerce platforms on consumers’ buying impulse. Internet Research, 33(4), 1633–1663. https://doi.org/10.1108/INTR-11-2020-0625

Yang, J. (2022). Effects of Interface Design and Live Atmosphere on Consumers’ Impulse-Buying Behaviour from the Perspective of Human– Computer Interaction. Sustainability Switzerland, 14(12). https://doi.org/10.3390/su14127110

Yi, S. (2025). An exploratory study of daily deal sites and its impact on consumers’ impulse buying behavior–application of the technology acceptance model. Journal of Foodservice Business Research, 28(3), 672–695. https://doi.org/10.1080/15378020.2023.2259783

Yu, L. (2025). A study on the mechanism of live streamer’s behavior characteristics affecting consumers’ impulsive buying: The role of perceived value and social identity. Acta Psychologica, 255. https://doi.org/10.1016/j.actpsy.2025.104950

Yu, T. (2025). How do virtual influencers drive impulsive buying behaviour in e-commerce live streaming: the effects of parasocial relationship and influencer-product fit. Behaviour and Information Technology. https://doi.org/10.1080/0144929X.2025.2551579

Yuniarty. (2025). The Influence of Perceived E-Commerce Host Attributes, Scarcity, Immersion, and Enjoyment on Involvement and Impulse Purchase Behavior of Local Skincare Products. In 2025 IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation Iatmsi 2025. https://doi.org/10.1109/IATMSI64286.2025.10985458

Zhang, L. (2021). Gamification and online impulse buying: The moderating effect of gender and age. International Journal of Information Management, 61. https://doi.org/10.1016/j.ijinfomgt.2020.102267

Zhang, M. (2022). Consumers’ Impulsive Buying Behavior in Online Shopping Based on the Influence of Social Presence. Computational Intelligence and Neuroscience, 2022. https://doi.org/10.1155/2022/6794729

Zhang, X. (2025). FOMO, Social Validation and Impulse Buying in Live Streaming E-Commerce. Journal of Ecohumanism, 4(1), 4049–4063. https://doi.org/10.62754/joe.v4i1.6278

Zhang, X. (2024). The impact of social exclusion on impulsive buying behaviour of consumers on online platforms: Samples from China. Heliyon, 10(1). https://doi.org/10.1016/j.heliyon.2023.e23319

Zhang, Y. (2024). Understanding impulse buying in short video live E-commerce: The perspective of consumer vulnerability and product type. Journal of Retailing and Consumer Services, 79. https://doi.org/10.1016/j.jretconser.2024.103853

Zhang, Z. (2022). The Influencing Factors on Impulse Buying Behavior of Consumers under the Mode of Hunger Marketing in Live Commerce. Sustainability Switzerland, 14(4). https://doi.org/10.3390/su14042122

Zhao, Y. (2022). A Meta-Analysis of Online Impulsive Buying and the Moderating Effect of Economic Development Level. Information Systems Frontiers, 24(5), 1667–1688. https://doi.org/10.1007/s10796-021-10170-4