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The power of nonverbal cues: Evidence from video mining in live streaming e-commerce

Author

Listed:
  • Chen, Yuangao
  • Hu, Shuyi
  • Wang, Lu
  • Yang, Shuiqing
  • Zhou, Shasha
  • Hu, Pengxiang

Abstract

With the rise of live streaming e-commerce (LSC), understanding drivers of sales performance is increasingly vital. Guided by signaling and social perception theories, this study applies machine learning enhanced multimodal analysis to 4500 segments of Taobao livestreams to examine how gestures and facial features influence sales. Results show beat gestures boost sales, while adaptor gestures reduce them. Gazing and smiling exhibit an inverted U-shaped effect. Additionally, consistency between beat gestures and verbal cues further enhances sales. These findings highlight the crucial role of non-verbal communication in LSC and offer methodological and insights for research and practice.

Suggested Citation

  • Chen, Yuangao & Hu, Shuyi & Wang, Lu & Yang, Shuiqing & Zhou, Shasha & Hu, Pengxiang, 2025. "The power of nonverbal cues: Evidence from video mining in live streaming e-commerce," Journal of Retailing and Consumer Services, Elsevier, vol. 87(C).
    • Handle: RePEc:eee:joreco:v:87:y:2025:i:c:s0969698925001845
    DOI: 10.1016/j.jretconser.2025.104405
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    References listed on IDEAS

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    1. Cameron,A. Colin & Trivedi,Pravin K., 2013. "Regression Analysis of Count Data," Cambridge Books, Cambridge University Press, number 9781107667273, January.
    2. Prince Clement Addo & Jiaming Fang & Andy Ohemeng Asare & Nora Bakabbey Kulbo, 2021. "Customer engagement and purchase intention in live-streaming digital marketing platforms," The Service Industries Journal, Taylor & Francis Journals, vol. 41(11-12), pages 767-786, September.
    3. Wongkitrungrueng, Apiradee & Assarut, Nuttapol, 2020. "The role of live streaming in building consumer trust and engagement with social commerce sellers," Journal of Business Research, Elsevier, vol. 117(C), pages 543-556.
    4. R. Filieri & E. Raguseo & C. Vitari, 2021. "Extremely Negative Ratings and Online Consumer Review Helpfulness: The Moderating Role of Product Quality Signals," Post-Print hal-04713689, HAL.
    5. Fan, Liu & Zhang, Xiaoping & Rai, Laxmisha, 2021. "When should star power and eWOM be responsible for the box office performance? - An empirical study based on signaling theory," Journal of Retailing and Consumer Services, Elsevier, vol. 62(C).
    6. Guo, Yuanyuan & Zhang, Kexin & Wang, Chaoyou, 2022. "Way to success: Understanding top streamer's popularity and influence from the perspective of source characteristics," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
    7. Zhang, Yun & Li, Xia & Liu, Rongqin & Shuai, Qinghong & Huang, Caiyan, 2025. "How facial cues of streamers drive purchase intention in live streaming commerce: Based on a lens model," Journal of Business Research, Elsevier, vol. 190(C).
    8. Ji, Guojun & Fu, Tianyu & Li, Shuhao, 2023. "Optimal selling format considering price discount strategy in live-streaming commerce," European Journal of Operational Research, Elsevier, vol. 309(2), pages 529-544.
    9. Dang-Van, Thac & Vo-Thanh, Tan & Vu, Thinh Truong & Wang, Jianming & Nguyen, Ninh, 2023. "Do consumers stick with good-looking broadcasters? The mediating and moderating mechanisms of motivation and emotion," Journal of Business Research, Elsevier, vol. 156(C).
    10. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    11. Jo Thori Lind & Halvor Mehlum, 2010. "With or Without U? The Appropriate Test for a U‐Shaped Relationship," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(1), pages 109-118, February.
    12. Hu, Hai-hua & Ma, Fang, 2023. "Human-like bots are not humans: The weakness of sensory language for virtual streamers in livestream commerce," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    13. Li, You & Li, Xiaolin & Cai, Jiali, 2021. "How attachment affects user stickiness on live streaming platforms: A socio-technical approach perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 60(C).
    14. Jianrong Yao & Jiarui Chen & June Wei & Yuangao Chen & Shuiqing Yang, 2019. "The relationship between soft information in loan titles and online peer-to-peer lending: evidence from RenRenDai platform," Electronic Commerce Research, Springer, vol. 19(1), pages 111-129, March.
    15. Qin Yang & Young-Chan Lee, 2024. "The effect of live streaming commerce quality on customers’ purchase intention: extending the elaboration likelihood model with herd behaviour," Behaviour and Information Technology, Taylor & Francis Journals, vol. 43(5), pages 907-928, April.
    16. Liu, Jinghua & Zhao, Jichang, 2024. "Nonverbal communication of dual anchors in live streaming and its effects on sales," Journal of Retailing and Consumer Services, Elsevier, vol. 81(C).
    17. Yang, Yang & Zhao, Jichang & Li, Yashuai, 2025. "More than enough is too much: Curvilinear relationship between anchor body movements and sales in live streaming e-commerce," Journal of Retailing and Consumer Services, Elsevier, vol. 84(C).
    18. Raffaele Filieri & Elisabetta Raguseo & Claudio Vitari, 2021. "Extremely Negative Ratings and Online Consumer Review Helpfulness: The Moderating Role of Product Quality Signals," Post-Print hal-03511351, HAL.
    19. Michael Spence, 1973. "Job Market Signaling," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 87(3), pages 355-374.
    Full references (including those not matched with items on IDEAS)

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