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Should live broadcasting platforms adopt artificial intelligence? A sales effort perspective

Author

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  • Xu, Xiaoping
  • Wang, Yuting
  • Cheng, T.C.E.
  • Choi, Tsan-Ming

Abstract

We analytically investigate a supply chain (SC) that is composed of a manufacturer and a live broadcasting platform, and examine whether the latter should adopt artificial intelligence (AI) considering sales effort. We consider several important factors that affect the SC partners’ decision-making including live broadcasting power, consumer expectations of the product, and unfit probability that the consumer is unsatisfied with the bought product. Specifically, the “live broadcasting power” refers to the power of influencers’ personal influence and fans group to enhance product sales. The results are as follows: First, the optimal production quantity of the offline channel (platform) exhibits a positive (negative) correlation with the retail price of the offline channel in the agency mode with AI. Nevertheless, in the resale mode, the retail price of the offline channel has no influence on the two channels’ optimal production quantities. Second, with low marginal cost of adopting AI, the live broadcasting platform should (not) adopt AI under high (low) live broadcasting power. With high marginal cost of adopting AI, the live broadcasting platform should (not) adopt AI under low or high (moderate) live broadcasting power. In addition, the manufacturer without AI should select the agency mode (resale mode) under high (low) live broadcasting power, while the manufacturer with AI should always collaborate with the live broadcasting platform implementing the agency mode. Finally, the agency and resale modes can achieve coordination between the two firms. We also consider the partial unfit probability, hybrid mode, and “webrooming” behavior to extend our study, and numerically demonstrate our analytical findings’ robustness.

Suggested Citation

  • Xu, Xiaoping & Wang, Yuting & Cheng, T.C.E. & Choi, Tsan-Ming, 2024. "Should live broadcasting platforms adopt artificial intelligence? A sales effort perspective," European Journal of Operational Research, Elsevier, vol. 318(3), pages 979-999.
    • Handle: RePEc:eee:ejores:v:318:y:2024:i:3:p:979-999
    DOI: 10.1016/j.ejor.2024.05.021
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    References listed on IDEAS

    as
    1. Chi, Maomao & Huang, Rui & George, Joey F., 2020. "Collaboration in demand-driven supply chain: Based on a perspective of governance and IT-business strategic alignment," International Journal of Information Management, Elsevier, vol. 52(C).
    2. Xiting Gong & Sean X. Zhou, 2013. "Optimal Production Planning with Emissions Trading," Operations Research, INFORMS, vol. 61(4), pages 908-924, August.
    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. Jinjin Liu & Hua Ke, 2021. "Firms' preferences for retailing formats considering one manufacturer's emission reduction investment," International Journal of Production Research, Taylor & Francis Journals, vol. 59(10), pages 3062-3083, May.
    5. Li, Guo & Li, Lin & Sun, Jiasen, 2019. "Pricing and service effort strategy in a dual-channel supply chain with showrooming effect," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 126(C), pages 32-48.
    6. Fei Gao & Xuanming Su, 2017. "Online and Offline Information for Omnichannel Retailing," Manufacturing & Service Operations Management, INFORMS, vol. 19(1), pages 84-98, February.
    7. Benrong Zheng & Chao Yang & Jun Yang & Min Zhang, 2017. "Dual-channel closed loop supply chains: forward channel competition, power structures and coordination," International Journal of Production Research, Taylor & Francis Journals, vol. 55(12), pages 3510-3527, June.
    8. Wu, Xiaole & Zhou, Yu, 2017. "The optimal reverse channel choice under supply chain competition," European Journal of Operational Research, Elsevier, vol. 259(1), pages 63-66.
    9. Zhen, Xueping & Xu, Shuangshuang, 2022. "Who should introduce the third-party platform channel under different pricing strategies?," European Journal of Operational Research, Elsevier, vol. 299(1), pages 168-182.
    10. Albert Y. Ha & Huajiang Luo & Weixin Shang, 2022. "Supplier Encroachment, Information Sharing, and Channel Structure in Online Retail Platforms," Production and Operations Management, Production and Operations Management Society, vol. 31(3), pages 1235-1251, March.
    11. Feng, Lipan & Jin, Minyue, 2022. "Platform vs. Manufacturer: Who should implement innovation in e-commerce supply chains?," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 166(C).
    12. Dong, Shuang & Qin, Zhongfeng & Yan, Yingchen, 2022. "Effects of online-to-offline spillovers on pricing and quality strategies of competing firms," International Journal of Production Economics, Elsevier, vol. 244(C).
    13. Wang, Qiang & Ji, Xiang & Zhao, Nenggui, 2024. "Embracing the power of AI in retail platform operations: Considering the showrooming effect and consumer returns," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 182(C).
    14. Sun, Yanhong & Wang, Zihan & Han, Xiaohua, 2020. "Supply chain channel strategies for online retailers: Whether to introduce web showrooms?," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 144(C).
    15. Ran Pan & Juan Feng & Zhenling Zhao, 2022. "Fly with the wings of live‐stream selling—Channel strategies with/without switching demand," Production and Operations Management, Production and Operations Management Society, vol. 31(9), pages 3387-3399, September.
    16. Chen, Jing & Chen, Bintong, 2019. "When should the offline retailer implement price matching?," European Journal of Operational Research, Elsevier, vol. 277(3), pages 996-1009.
    17. Qing, Qiankai & Deng, Tianhu & Wang, Hongwei, 2017. "Capacity allocation under downstream competition and bargaining," European Journal of Operational Research, Elsevier, vol. 261(1), pages 97-107.
    18. Jason Kuruzovich & Hila Etzion, 2018. "Online Auctions and Multichannel Retailing," Management Science, INFORMS, vol. 64(6), pages 2734-2753, June.
    19. Xu, Xiaoping & Hong, Zhaofu & Chen, Yujing & Cheng, T.C.E., 2023. "When is it wise to use artificial intelligence for platform operations considering consumer returns?," European Journal of Operational Research, Elsevier, vol. 308(3), pages 1188-1205.
    20. Guangyong Yang & Guojun Ji & Kim Hua Tan, 2022. "Impact of artificial intelligence adoption on online returns policies," Annals of Operations Research, Springer, vol. 308(1), pages 703-726, January.
    21. Ji, Jingna & Zhang, Zhiyong & Yang, Lei, 2017. "Comparisons of initial carbon allowance allocation rules in an O2O retail supply chain with the cap-and-trade regulation," International Journal of Production Economics, Elsevier, vol. 187(C), pages 68-84.
    22. Hao, Caixia & Yang, Lei, 2023. "Resale or agency sale? Equilibrium analysis on the role of live streaming selling," European Journal of Operational Research, Elsevier, vol. 307(3), pages 1117-1134.
    23. Zhang, Tao & Li, Gang & Tayi, Giri Kumar, 2023. "A strategic analysis of virtual showrooms deployment in online retail platforms," Omega, Elsevier, vol. 117(C).
    24. He, Ping & Wang, Zheng & Shi, Victor & Liao, Yi, 2021. "The direct and cross effects in a supply chain with consumers sensitive to both carbon emissions and delivery time," European Journal of Operational Research, Elsevier, vol. 292(1), pages 172-183.
    25. Ting Ji & Xiaoping Xu & Xiaoming Yan & Yugang Yu, 2020. "The production decisions and cap setting with wholesale price and revenue sharing contracts under cap-and-trade regulation," International Journal of Production Research, Taylor & Francis Journals, vol. 58(1), pages 128-147, January.
    26. Liu, Baolong & Wang, Weilong, 2023. "Live commerce retailing with online influencers: Two business models," International Journal of Production Economics, Elsevier, vol. 255(C).
    27. Lin Chen & Jin Peng & Zhibing Liu & Ruiqing Zhao, 2017. "Pricing and effort decisions for a supply chain with uncertain information," International Journal of Production Research, Taylor & Francis Journals, vol. 55(1), pages 264-284, January.
    28. Xu, Xiaoping & Yang, Yuanyuan & Zhang, Juzhi & Cheng, T.C.E., 2023. "Live streaming platform operations and coordination under the cap-and-trade regulation: Platform-enabled mode versus platform-agency mode," International Journal of Production Economics, Elsevier, vol. 260(C).
    29. Xu, Xiaoping & Guo, Shunan & Cheng, T.C.E. & Du, Pengcheng, 2023. "The choice between the agency and reselling modes considering green technology with the cap-and-trade scheme," International Journal of Production Economics, Elsevier, vol. 260(C).
    30. Tong-Yuan Wang & Yan-Lai Li & Hong-Tai Yang & Kwai-Sang Chin & Zeng-Qiang Wang, 2021. "Information sharing strategies in a hybrid-format online retailing supply chain," International Journal of Production Research, Taylor & Francis Journals, vol. 59(10), pages 3133-3151, May.
    31. Yuelin Shen & Sean P. Willems & Yue Dai, 2019. "Channel Selection and Contracting in the Presence of a Retail Platform," Production and Operations Management, Production and Operations Management Society, vol. 28(5), pages 1173-1185, May.
    32. Junbin Wang & Xing Zhang, 2023. "The value of influencer channel in an emerging livestreaming e-commerce model," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 74(1), pages 112-124, January.
    33. Caliskan-Demirag, Ozgun & Chen, Youhua (Frank) & Li, Jianbin, 2010. "Channel coordination under fairness concerns and nonlinear demand," European Journal of Operational Research, Elsevier, vol. 207(3), pages 1321-1326, December.
    34. Chen, Jing & Zhang, Hui & Sun, Ying, 2012. "Implementing coordination contracts in a manufacturer Stackelberg dual-channel supply chain," Omega, Elsevier, vol. 40(5), pages 571-583.
    35. Fei Gao & Vishal V. Agrawal & Shiliang Cui, 2022. "The Effect of Multichannel and Omnichannel Retailing on Physical Stores," Management Science, INFORMS, vol. 68(2), pages 809-826, February.
    36. Yang, Xiaolin & Gou, Qinglong & Wang, Xin & Zhang, Juzhi, 2022. "Does bonus motivate streamers to perform better? An analysis of compensation mechanisms for live streaming platforms," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 164(C).
    37. Zhang, Shichen & Zhang, Jianxiong, 2020. "Agency selling or reselling: E-tailer information sharing with supplier offline entry," European Journal of Operational Research, Elsevier, vol. 280(1), pages 134-151.
    38. Lin Chen & Guofang Nan & Minqiang Li & Bing Feng & Qiurui Liu, 2023. "Manufacturer’s online selling strategies under spillovers from online to offline sales," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 74(1), pages 157-180, January.
    39. Huang, Song & Gao, Yuqing & Wang, Yun, 2023. "Supply chain channel structure with online platform and dual-purpose firms," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 180(C).
    40. Xu, Xiaoping & He, Ping & Zhou, Li & Cheng, T.C.E., 2023. "Coordination of a platform-based supply chain in the marketplace or reselling mode considering cross-channel effect and blockchain technology," European Journal of Operational Research, Elsevier, vol. 309(1), pages 170-187.
    41. Xing, Dahai & Liu, Tieming, 2012. "Sales effort free riding and coordination with price match and channel rebate," European Journal of Operational Research, Elsevier, vol. 219(2), pages 264-271.
    42. Yan, Yingchen & Zhao, Ruiqing & Liu, Zhibing, 2018. "Strategic introduction of the marketplace channel under spillovers from online to offline sales," European Journal of Operational Research, Elsevier, vol. 267(1), pages 65-77.
    43. Xu, Xiaoping & Yan, Luling & Choi, Tsan-Ming & Cheng, T.C.E., 2023. "When Is It Wise to Use Blockchain for Platform Operations with Remanufacturing?," European Journal of Operational Research, Elsevier, vol. 309(3), pages 1073-1090.
    44. Ebina, Takeshi & Matsushima, Noriaki & Nishide, Katsumasa, 2022. "Demand uncertainty, product differentiation, and entry timing under spatial competition," European Journal of Operational Research, Elsevier, vol. 303(1), pages 286-297.
    45. Xi, Xuan & Zhang, Yulin, 2023. "The interplay between marketplace channel addition and pricing strategy in an e-commerce supply chain," International Journal of Production Economics, Elsevier, vol. 258(C).
    46. 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).
    47. Wei, Jie & Chang, Meijing, 2023. "Are price matching and logistics service enhancement always effective strategies for improving profitability?," European Journal of Operational Research, Elsevier, vol. 307(1), pages 103-115.
    48. Sui, Ronghua & Zhang, Xumei & Dan, Bin & Zhang, Haiyue & Liu, Yi, 2023. "Bilateral value-added service investment in platform competition with cross-side network effects under multihoming," European Journal of Operational Research, Elsevier, vol. 304(3), pages 952-963.
    49. Li, Zonghuo & Guan, Xu & Mei, Wanxia, 2023. "Coupon promotion and its cross-channel effect in omnichannel retailing industry: A time-sensitive strategy," International Journal of Production Economics, Elsevier, vol. 258(C).
    50. Cui, Xueqing & Li, Yongjian & Li, Xiang & Fang, Shulin, 2023. "Livestream e-commerce in a platform supply chain: A product-fit uncertainty reduction perspective," International Journal of Production Economics, Elsevier, vol. 258(C).
    51. Chen, Zhongwei & Fan, Zhi-Ping & Zhao, Xuan, 2021. "Offering return-freight insurance or not: Strategic analysis of an e-seller's decisions," Omega, Elsevier, vol. 103(C).
    52. Lo, Pei-San & Dwivedi, Yogesh K. & Wei-Han Tan, Garry & Ooi, Keng-Boon & Cheng-Xi Aw, Eugene & Metri, Bhimaraya, 2022. "Why do consumers buy impulsively during live streaming? A deep learning-based dual-stage SEM-ANN analysis," Journal of Business Research, Elsevier, vol. 147(C), pages 325-337.
    53. Xueming Luo & Siliang Tong & Zheng Fang & Zhe Qu, 2019. "Frontiers: Machines vs. Humans: The Impact of Artificial Intelligence Chatbot Disclosure on Customer Purchases," Marketing Science, INFORMS, vol. 38(6), pages 937-947, November.
    54. Zhang, Wen & Yu, Lili & Wang, Zhenzhen, 2023. "Live-streaming selling modes on a retail platform," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 173(C).
    55. Liu, Weihua & Yan, Xiaoyu & Wei, Wanying & Xie, Dong, 2019. "Pricing decisions for service platform with provider’s threshold participating quantity, value-added service and matching ability," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 122(C), pages 410-432.
    56. 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.
    57. Zafar, Abaid Ullah & Shahzad, Mohsin & Ashfaq, Muhammad & Shahzad, Khuram, 2023. "Forecasting impulsive consumers driven by macro-influencers posts: Intervention of followers' flow state and perceived informativeness," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    58. Fei Long & Kinshuk Jerath & Miklos Sarvary, 2022. "Designing an Online Retail Marketplace: Leveraging Information from Sponsored Advertising," Marketing Science, INFORMS, vol. 41(1), pages 115-138, January.
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