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How real-time interaction and sentiment influence online sales? Understanding the role of live streaming danmaku

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  • Zhang, Yihan
  • Li, Kai
  • Qian, Chen
  • Li, Xiaotong
  • Yuan, Qinjian

Abstract

Live streaming danmaku can reflect both real-time interaction and user sentiment, two key characteristics of live streaming e-commerce. Using a sentiment analysis of live streaming danmaku comments, our study explores the mechanism through which user-user interaction influences live streaming sales. We collect real world data including live streaming danmaku, user stay time, sales from the Douyin live streaming e-commerce platform (the Chinese version of TikTok). Quantifying user-user interaction with BERT model, we then perform a sentiment analysis using the Baidu API. The results of our analysis demonstrate that entertainment-type and information-type user interaction have a significant positive effect on flow, including user stay time, number of danmaku, number of people sending danmaku. Our study also identifies that number of danmaku and number of people sending danmaku play a partial mediating role between user interactions and live streaming sales. Furthermore, we find that user sentiment plays a positive moderating role in the relationships between several flow variables and user purchase behavior. Theoretically, our study proposes a new method to empirically analyze user behavior in live streaming e-commerce. Practically, in light of these findings, we propose several optimization strategies to enhance the interaction functions of live streaming commerce, so as to enhance user experience and stimulate purchase intention.

Suggested Citation

  • Zhang, Yihan & Li, Kai & Qian, Chen & Li, Xiaotong & Yuan, Qinjian, 2024. "How real-time interaction and sentiment influence online sales? Understanding the role of live streaming danmaku," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).
    • Handle: RePEc:eee:joreco:v:78:y:2024:i:c:s0969698924000894
    DOI: 10.1016/j.jretconser.2024.103793
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    References listed on IDEAS

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    1. Kang, Kai & Lu, Jinxuan & Guo, Lingyun & Li, Wenlu, 2021. "The dynamic effect of interactivity on customer engagement behavior through tie strength: Evidence from live streaming commerce platforms," International Journal of Information Management, Elsevier, vol. 56(C).
    2. Mahfouz, Ahmed Y. & Joonas, Kishwar & Opara, Emmanuel U., 2020. "An overview of and factor analytic approach to flow theory in online contexts," Technology in Society, Elsevier, vol. 61(C).
    3. Han, Myat Su & Hampson, Daniel Peter & Wang, Yonggui & Wang, Hong, 2022. "Consumer confidence and green purchase intention: An application of the stimulus-organism-response model," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
    4. Li, Li & Chen, Xiaoting & Zhu, Peng, 2024. "How do e-commerce anchors' characteristics influence consumers’ impulse buying? An emotional contagion perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    5. 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).
    6. Gao, Wei & Jiang, Ning & Guo, Qingqing, 2023. "How do virtual streamers affect purchase intention in the live streaming context? A presence perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 73(C).
    7. Xiang Yuan & Luyao Wang & Xicheng Yin & Hongwei Wang, 2021. "How text sentiment moderates the impact of motivational cues on crowdfunding campaigns," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 7(1), pages 1-26, December.
    8. Meng, Lu (Monroe) & Duan, Shen & Zhao, Yijun & Lü, Kevin & Chen, Siyun, 2021. "The impact of online celebrity in livestreaming E-commerce on purchase intention from the perspective of emotional contagion," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
    9. Wang, Fei & Xu, Haifeng & Hou, Ronglin & Zhu, Zhen, 2023. "Designing marketing content for social commerce to drive consumer purchase behaviors: A perspective from speech act theory," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    10. Zheng, Shiyong & Chen, Jiada & Liao, Junyun & Hu, Hsin-Li, 2023. "What motivates users' viewing and purchasing behavior motivations in live streaming: A stream-streamer-viewer perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 72(C).
    11. Kimiagari, Salman & Asadi Malafe, Neda Sharifi, 2021. "The role of cognitive and affective responses in the relationship between internal and external stimuli on online impulse buying behavior," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    12. Cai, Xiaowei & Cebollada, Javier & Cortiñas, Mónica, 2023. "Impact of seller- and buyer-created content on product sales in the electronic commerce platform: The role of informativeness, readability, multimedia richness, and extreme valence," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    13. Zheng, Run & Li, Zhuyuan & Na, Sanggyun, 2022. "How customer engagement in the live-streaming affects purchase intention and customer acquisition, E-tailer's perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
    14. Hausman, Angela V. & Siekpe, Jeffrey Sam, 2009. "The effect of web interface features on consumer online purchase intentions," Journal of Business Research, Elsevier, vol. 62(1), pages 5-13, January.
    15. Qu, Yi & Khan, Jashim & Su, Yuyang & Tong, Jiao & Zhao, Shuo, 2023. "Impulse buying tendency in live-stream commerce: The role of viewing frequency and anticipated emotions influencing scarcity-induced purchase decision," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
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    5. Geng Peng & Xiaoxi Wang & Jingyan Li & Jie Wu, 2026. "Is it beneficial for consumers to ask more questions in Danmaku? The inverted U-shaped effect of information-seeking Danmaku density on e-commerce livestream sales," Electronic Commerce Research, Springer, vol. 26(2), pages 1745-1782, April.
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    7. Wang Hanmei, 2024. "Deep Learning-Based Analysis of Emotional and Content Relevance Between Bullet Screens and Subtitles as Movie Narrative Medium," SAGE Open, , vol. 14(3), pages 21582440241, September.
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